---
_id: '65474'
author:
- first_name: Jeroen
  full_name: Rook, Jeroen
  id: '102977'
  last_name: Rook
- first_name: Manuel
  full_name: López-Ibáñez, Manuel
  last_name: López-Ibáñez
citation:
  ama: 'Rook J, López-Ibáñez M. Advanced Use of Automatic Algorithm Configuration:
    Single- and Multi-Objective Approaches. In: Filipic B, ed. <i>Proceedings of the
    Genetic and Evolutionary Computation Conference Companion, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i>. ACM; 2025:1617–1642. doi:<a href="https://doi.org/10.1145/3712255.3716537">10.1145/3712255.3716537</a>'
  apa: 'Rook, J., &#38; López-Ibáñez, M. (2025). Advanced Use of Automatic Algorithm
    Configuration: Single- and Multi-Objective Approaches. In B. Filipic (Ed.), <i>Proceedings
    of the Genetic and Evolutionary Computation Conference Companion, GECCO 2025,
    NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</i> (pp. 1617–1642). ACM. <a
    href="https://doi.org/10.1145/3712255.3716537">https://doi.org/10.1145/3712255.3716537</a>'
  bibtex: '@inproceedings{Rook_López-Ibáñez_2025, title={Advanced Use of Automatic
    Algorithm Configuration: Single- and Multi-Objective Approaches}, DOI={<a href="https://doi.org/10.1145/3712255.3716537">10.1145/3712255.3716537</a>},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference
    Companion, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM},
    author={Rook, Jeroen and López-Ibáñez, Manuel}, editor={Filipic, Bogdan}, year={2025},
    pages={1617–1642} }'
  chicago: 'Rook, Jeroen, and Manuel López-Ibáñez. “Advanced Use of Automatic Algorithm
    Configuration: Single- and Multi-Objective Approaches.” In <i>Proceedings of the
    Genetic and Evolutionary Computation Conference Companion, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i>, edited by Bogdan Filipic, 1617–1642.
    ACM, 2025. <a href="https://doi.org/10.1145/3712255.3716537">https://doi.org/10.1145/3712255.3716537</a>.'
  ieee: 'J. Rook and M. López-Ibáñez, “Advanced Use of Automatic Algorithm Configuration:
    Single- and Multi-Objective Approaches,” in <i>Proceedings of the Genetic and
    Evolutionary Computation Conference Companion, GECCO 2025, NH Malaga Hotel, Malaga,
    Spain, July 14-18, 2025</i>, 2025, pp. 1617–1642, doi: <a href="https://doi.org/10.1145/3712255.3716537">10.1145/3712255.3716537</a>.'
  mla: 'Rook, Jeroen, and Manuel López-Ibáñez. “Advanced Use of Automatic Algorithm
    Configuration: Single- and Multi-Objective Approaches.” <i>Proceedings of the
    Genetic and Evolutionary Computation Conference Companion, GECCO 2025, NH Malaga
    Hotel, Malaga, Spain, July 14-18, 2025</i>, edited by Bogdan Filipic, ACM, 2025,
    pp. 1617–1642, doi:<a href="https://doi.org/10.1145/3712255.3716537">10.1145/3712255.3716537</a>.'
  short: 'J. Rook, M. López-Ibáñez, in: B. Filipic (Ed.), Proceedings of the Genetic
    and Evolutionary Computation Conference Companion, GECCO 2025, NH Malaga Hotel,
    Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 1617–1642.'
date_created: 2026-04-21T11:50:48Z
date_updated: 2026-04-21T11:51:59Z
department:
- _id: '819'
doi: 10.1145/3712255.3716537
editor:
- first_name: Bogdan
  full_name: Filipic, Bogdan
  last_name: Filipic
language:
- iso: eng
page: 1617–1642
publication: Proceedings of the Genetic and Evolutionary Computation Conference Companion,
  GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025
publisher: ACM
status: public
title: 'Advanced Use of Automatic Algorithm Configuration: Single- and Multi-Objective
  Approaches'
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '61778'
abstract:
- lang: eng
  text: "Understanding the entanglement structure of local Hamiltonian ground spaces\r\nis
    a physically motivated problem, with applications ranging from tensor\r\nnetwork
    design to quantum error-correcting codes. To this end, we study the\r\ncomplexity
    of estimating ground state entanglement, and more generally entropy\r\nestimation
    for low energy states and Gibbs states. We find, in particular, that\r\nthe classes
    qq-QAM [Kobayashi, le Gall, Nishimura, SICOMP 2019] (a quantum\r\nanalogue of
    public-coin AM) and QMA(2) (QMA with unentangled proofs) play a\r\ncrucial role
    for such problems, showing: (1) Detecting a high-entanglement\r\nground state
    is qq-QAM-complete, (2) computing an additive error approximation\r\nto the Helmholtz
    free energy (equivalently, a multiplicative error\r\napproximation to the partition
    function) is in qq-QAM, (3) detecting a\r\nlow-entanglement ground state is QMA(2)-hard,
    and (4) detecting low energy\r\nstates which are close to product states can range
    from QMA-complete to\r\nQMA(2)-complete. Our results make progress on an open
    question of [Bravyi,\r\nChowdhury, Gosset and Wocjan, Nature Physics 2022] on
    free energy, and yield\r\nthe first QMA(2)-complete Hamiltonian problem using
    local Hamiltonians (cf. the\r\nsparse QMA(2)-complete Hamiltonian problem of [Chailloux,
    Sattath, CCC 2012])."
author:
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
- first_name: Jonas
  full_name: Kamminga, Jonas
  last_name: Kamminga
citation:
  ama: Gharibian S, Kamminga J. On the complexity of estimating ground state entanglement
    and free  energy. <i>arXiv:251006796</i>. Published online 2025.
  apa: Gharibian, S., &#38; Kamminga, J. (2025). On the complexity of estimating ground
    state entanglement and free  energy. In <i>arXiv:2510.06796</i>.
  bibtex: '@article{Gharibian_Kamminga_2025, title={On the complexity of estimating
    ground state entanglement and free  energy}, journal={arXiv:2510.06796}, author={Gharibian,
    Sevag and Kamminga, Jonas}, year={2025} }'
  chicago: Gharibian, Sevag, and Jonas Kamminga. “On the Complexity of Estimating
    Ground State Entanglement and Free  Energy.” <i>ArXiv:2510.06796</i>, 2025.
  ieee: S. Gharibian and J. Kamminga, “On the complexity of estimating ground state
    entanglement and free  energy,” <i>arXiv:2510.06796</i>. 2025.
  mla: Gharibian, Sevag, and Jonas Kamminga. “On the Complexity of Estimating Ground
    State Entanglement and Free  Energy.” <i>ArXiv:2510.06796</i>, 2025.
  short: S. Gharibian, J. Kamminga, ArXiv:2510.06796 (2025).
date_created: 2025-10-10T13:45:28Z
date_updated: 2026-04-30T14:08:44Z
department:
- _id: '7'
- _id: '623'
external_id:
  arxiv:
  - '2510.06796'
language:
- iso: eng
publication: arXiv:2510.06796
status: public
title: On the complexity of estimating ground state entanglement and free  energy
type: preprint
user_id: '71541'
year: '2025'
...
---
_id: '65618'
author:
- first_name: Mika
  full_name: Bröker, Mika
  last_name: Bröker
- first_name: Johannes
  full_name: Menzel, Johannes
  last_name: Menzel
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: 'Bröker M, Menzel J, Plessl C. Evaluating the Strong Scaling Potential of AI
    Engines for Molecular Dynamics Simulations. In: <i>Proceedings of the 15th International
    Symposium on Highly Efficient Accelerators and Reconfigurable Technologies</i>.
    ACM; 2025. doi:<a href="https://doi.org/10.1145/3728179.3728187">10.1145/3728179.3728187</a>'
  apa: Bröker, M., Menzel, J., &#38; Plessl, C. (2025). Evaluating the Strong Scaling
    Potential of AI Engines for Molecular Dynamics Simulations. <i>Proceedings of
    the 15th International Symposium on Highly Efficient Accelerators and Reconfigurable
    Technologies</i>. <a href="https://doi.org/10.1145/3728179.3728187">https://doi.org/10.1145/3728179.3728187</a>
  bibtex: '@inproceedings{Bröker_Menzel_Plessl_2025, title={Evaluating the Strong
    Scaling Potential of AI Engines for Molecular Dynamics Simulations}, DOI={<a href="https://doi.org/10.1145/3728179.3728187">10.1145/3728179.3728187</a>},
    booktitle={Proceedings of the 15th International Symposium on Highly Efficient
    Accelerators and Reconfigurable Technologies}, publisher={ACM}, author={Bröker,
    Mika and Menzel, Johannes and Plessl, Christian}, year={2025} }'
  chicago: Bröker, Mika, Johannes Menzel, and Christian Plessl. “Evaluating the Strong
    Scaling Potential of AI Engines for Molecular Dynamics Simulations.” In <i>Proceedings
    of the 15th International Symposium on Highly Efficient Accelerators and Reconfigurable
    Technologies</i>. ACM, 2025. <a href="https://doi.org/10.1145/3728179.3728187">https://doi.org/10.1145/3728179.3728187</a>.
  ieee: 'M. Bröker, J. Menzel, and C. Plessl, “Evaluating the Strong Scaling Potential
    of AI Engines for Molecular Dynamics Simulations,” 2025, doi: <a href="https://doi.org/10.1145/3728179.3728187">10.1145/3728179.3728187</a>.'
  mla: Bröker, Mika, et al. “Evaluating the Strong Scaling Potential of AI Engines
    for Molecular Dynamics Simulations.” <i>Proceedings of the 15th International
    Symposium on Highly Efficient Accelerators and Reconfigurable Technologies</i>,
    ACM, 2025, doi:<a href="https://doi.org/10.1145/3728179.3728187">10.1145/3728179.3728187</a>.
  short: 'M. Bröker, J. Menzel, C. Plessl, in: Proceedings of the 15th International
    Symposium on Highly Efficient Accelerators and Reconfigurable Technologies, ACM,
    2025.'
date_created: 2026-05-13T09:44:21Z
date_updated: 2026-05-13T09:45:17Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3728179.3728187
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Proceedings of the 15th International Symposium on Highly Efficient Accelerators
  and Reconfigurable Technologies
publication_status: published
publisher: ACM
status: public
title: Evaluating the Strong Scaling Potential of AI Engines for Molecular Dynamics
  Simulations
type: conference
user_id: '16153'
year: '2025'
...
---
_id: '50272'
abstract:
- lang: eng
  text: "Despite the fundamental role the Quantum Satisfiability (QSAT) problem has\r\nplayed
    in quantum complexity theory, a central question remains open: At which\r\nlocal
    dimension does the complexity of QSAT transition from \"easy\" to \"hard\"?\r\nHere,
    we study QSAT with each constraint acting on a $k$-dimensional and\r\n$l$-dimensional
    qudit pair, denoted $(k,l)$-QSAT. Our first main result shows\r\nthat, surprisingly,
    QSAT on qubits can remain $\\mathsf{QMA}_1$-hard, in that\r\n$(2,5)$-QSAT is $\\mathsf{QMA}_1$-complete.
    In contrast, $2$-SAT on qubits is\r\nwell-known to be poly-time solvable [Bravyi,
    2006]. Our second main result\r\nproves that $(3,d)$-QSAT on the 1D line with
    $d\\in O(1)$ is also\r\n$\\mathsf{QMA}_1$-hard. Finally, we initiate the study
    of 1D $(2,d)$-QSAT by\r\ngiving a frustration-free 1D Hamiltonian with a unique,
    entangled ground state.\r\n  Our first result uses a direct embedding, combining
    a novel clock\r\nconstruction with the 2D circuit-to-Hamiltonian construction
    of [Gosset, Nagaj,\r\n2013]. Of note is a new simplified and analytic proof for
    the latter (as\r\nopposed to a partially numeric proof in [GN13]). This exploits
    Unitary Labelled\r\nGraphs [Bausch, Cubitt, Ozols, 2017] together with a new \"Nullspace
    Connection\r\nLemma\", allowing us to break low energy analyses into small patches
    of\r\nprojectors, and to improve the soundness analysis of [GN13] from\r\n$\\Omega(1/T^6)$
    to $\\Omega(1/T^2)$, for $T$ the number of gates. Our second\r\nresult goes via
    black-box reduction: Given an arbitrary 1D Hamiltonian $H$ on\r\n$d'$-dimensional
    qudits, we show how to embed it into an effective null-space\r\nof a 1D $(3,d)$-QSAT
    instance, for $d\\in O(1)$. Our approach may be viewed as a\r\nweaker notion of
    \"simulation\" (\\`a la [Bravyi, Hastings 2017], [Cubitt,\r\nMontanaro, Piddock
    2018]). As far as we are aware, this gives the first\r\n\"black-box simulation\"-based
    $\\mathsf{QMA}_1$-hardness result, i.e. for\r\nfrustration-free Hamiltonians."
author:
- first_name: Dorian
  full_name: Rudolph, Dorian
  id: '57863'
  last_name: Rudolph
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
- first_name: Daniel
  full_name: Nagaj, Daniel
  last_name: Nagaj
citation:
  ama: 'Rudolph D, Gharibian S, Nagaj D. Quantum 2-SAT on low dimensional systems
    is $\mathsf{QMA}_1$-complete:  Direct embeddings and black-box simulation. In:
    <i>16th Innovations in Theoretical Computer Science (ITCS)</i>. Vol 325. ; 2025:1-24.
    doi:<a href="https://doi.org/10.4230/LIPIcs.ITCS.2025.85">10.4230/LIPIcs.ITCS.2025.85</a>'
  apa: Rudolph, D., Gharibian, S., &#38; Nagaj, D. (2025). Quantum 2-SAT on low dimensional
    systems is $\mathsf{QMA}_1$-complete:  Direct embeddings and black-box simulation.
    <i>16th Innovations in Theoretical Computer Science (ITCS)</i>, <i>325</i>(85),
    1–24. <a href="https://doi.org/10.4230/LIPIcs.ITCS.2025.85">https://doi.org/10.4230/LIPIcs.ITCS.2025.85</a>
  bibtex: '@inproceedings{Rudolph_Gharibian_Nagaj_2025, title={Quantum 2-SAT on low
    dimensional systems is $\mathsf{QMA}_1$-complete:  Direct embeddings and black-box
    simulation}, volume={325}, DOI={<a href="https://doi.org/10.4230/LIPIcs.ITCS.2025.85">10.4230/LIPIcs.ITCS.2025.85</a>},
    number={85}, booktitle={16th Innovations in Theoretical Computer Science (ITCS)},
    author={Rudolph, Dorian and Gharibian, Sevag and Nagaj, Daniel}, year={2025},
    pages={1–24} }'
  chicago: Rudolph, Dorian, Sevag Gharibian, and Daniel Nagaj. “Quantum 2-SAT on Low
    Dimensional Systems Is $\mathsf{QMA}_1$-Complete:  Direct Embeddings and Black-Box
    Simulation.” In <i>16th Innovations in Theoretical Computer Science (ITCS)</i>,
    325:1–24, 2025. <a href="https://doi.org/10.4230/LIPIcs.ITCS.2025.85">https://doi.org/10.4230/LIPIcs.ITCS.2025.85</a>.
  ieee: 'D. Rudolph, S. Gharibian, and D. Nagaj, “Quantum 2-SAT on low dimensional
    systems is $\mathsf{QMA}_1$-complete:  Direct embeddings and black-box simulation,”
    in <i>16th Innovations in Theoretical Computer Science (ITCS)</i>, 2025, vol.
    325, no. 85, pp. 1–24, doi: <a href="https://doi.org/10.4230/LIPIcs.ITCS.2025.85">10.4230/LIPIcs.ITCS.2025.85</a>.'
  mla: Rudolph, Dorian, et al. “Quantum 2-SAT on Low Dimensional Systems Is $\mathsf{QMA}_1$-Complete: 
    Direct Embeddings and Black-Box Simulation.” <i>16th Innovations in Theoretical
    Computer Science (ITCS)</i>, vol. 325, no. 85, 2025, pp. 1–24, doi:<a href="https://doi.org/10.4230/LIPIcs.ITCS.2025.85">10.4230/LIPIcs.ITCS.2025.85</a>.
  short: 'D. Rudolph, S. Gharibian, D. Nagaj, in: 16th Innovations in Theoretical
    Computer Science (ITCS), 2025, pp. 1–24.'
date_created: 2024-01-07T20:09:13Z
date_updated: 2026-05-15T08:38:31Z
department:
- _id: '7'
- _id: '623'
doi: 10.4230/LIPIcs.ITCS.2025.85
external_id:
  arxiv:
  - '2401.02368'
intvolume: '       325'
issue: '85'
language:
- iso: eng
page: 1-24
publication: 16th Innovations in Theoretical Computer Science (ITCS)
publication_status: published
status: public
title: 'Quantum 2-SAT on low dimensional systems is $\mathsf{QMA}_1$-complete:  Direct
  embeddings and black-box simulation'
type: conference
user_id: '71541'
volume: 325
year: '2025'
...
---
_id: '55037'
abstract:
- lang: eng
  text: "Estimating ground state energies of many-body Hamiltonians is a central task\r\nin
    many areas of quantum physics. In this work, we give quantum algorithms\r\nwhich,
    given any $k$-body Hamiltonian $H$, compute an estimate for the ground\r\nstate
    energy and prepare a quantum state achieving said energy, respectively.\r\nSpecifically,
    for any $\\varepsilon>0$, our algorithms return, with high\r\nprobability, an
    estimate of the ground state energy of $H$ within additive\r\nerror $\\varepsilon
    M$, or a quantum state with the corresponding energy. Here,\r\n$M$ is the total
    strength of all interaction terms, which in general is\r\nextensive in the system
    size. Our approach makes no assumptions about the\r\ngeometry or spatial locality
    of interaction terms of the input Hamiltonian and\r\nthus handles even long-range
    or all-to-all interactions, such as in quantum\r\nchemistry, where lattice-based
    techniques break down. In this fully general\r\nsetting, the runtime of our algorithms
    scales as $2^{cn/2}$ for $c<1$, yielding\r\nthe first quantum algorithms for low-energy
    estimation breaking the natural\r\nbound based on Grover search. The core of our
    approach is remarkably simple,\r\nand relies on showing that any $k$-body Hamiltonian
    has a low-energy subspace\r\nof exponential dimension."
author:
- first_name: Harry
  full_name: Buhrman, Harry
  last_name: Buhrman
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
- first_name: Zeph
  full_name: Landau, Zeph
  last_name: Landau
- first_name: François Le
  full_name: Gall, François Le
  last_name: Gall
- first_name: Norbert
  full_name: Schuch, Norbert
  last_name: Schuch
- first_name: Suguru
  full_name: Tamaki, Suguru
  last_name: Tamaki
citation:
  ama: Buhrman H, Gharibian S, Landau Z, Gall FL, Schuch N, Tamaki S. Beating Grover
    search for low-energy estimation and state preparation. <i>Physical Review Letters</i>.
    2025;135:030601. doi:<a href="https://doi.org/10.1103/29qw-bssx">10.1103/29qw-bssx</a>
  apa: Buhrman, H., Gharibian, S., Landau, Z., Gall, F. L., Schuch, N., &#38; Tamaki,
    S. (2025). Beating Grover search for low-energy estimation and state preparation.
    <i>Physical Review Letters</i>, <i>135</i>, 030601. <a href="https://doi.org/10.1103/29qw-bssx">https://doi.org/10.1103/29qw-bssx</a>
  bibtex: '@article{Buhrman_Gharibian_Landau_Gall_Schuch_Tamaki_2025, title={Beating
    Grover search for low-energy estimation and state preparation}, volume={135},
    DOI={<a href="https://doi.org/10.1103/29qw-bssx">10.1103/29qw-bssx</a>}, journal={Physical
    Review Letters}, author={Buhrman, Harry and Gharibian, Sevag and Landau, Zeph
    and Gall, François Le and Schuch, Norbert and Tamaki, Suguru}, year={2025}, pages={030601}
    }'
  chicago: 'Buhrman, Harry, Sevag Gharibian, Zeph Landau, François Le Gall, Norbert
    Schuch, and Suguru Tamaki. “Beating Grover Search for Low-Energy Estimation and
    State Preparation.” <i>Physical Review Letters</i> 135 (2025): 030601. <a href="https://doi.org/10.1103/29qw-bssx">https://doi.org/10.1103/29qw-bssx</a>.'
  ieee: 'H. Buhrman, S. Gharibian, Z. Landau, F. L. Gall, N. Schuch, and S. Tamaki,
    “Beating Grover search for low-energy estimation and state preparation,” <i>Physical
    Review Letters</i>, vol. 135, p. 030601, 2025, doi: <a href="https://doi.org/10.1103/29qw-bssx">10.1103/29qw-bssx</a>.'
  mla: Buhrman, Harry, et al. “Beating Grover Search for Low-Energy Estimation and
    State Preparation.” <i>Physical Review Letters</i>, vol. 135, 2025, p. 030601,
    doi:<a href="https://doi.org/10.1103/29qw-bssx">10.1103/29qw-bssx</a>.
  short: H. Buhrman, S. Gharibian, Z. Landau, F.L. Gall, N. Schuch, S. Tamaki, Physical
    Review Letters 135 (2025) 030601.
date_created: 2024-07-04T09:02:42Z
date_updated: 2026-05-15T08:40:45Z
department:
- _id: '7'
- _id: '623'
doi: 10.1103/29qw-bssx
external_id:
  arxiv:
  - '2407.03073'
intvolume: '       135'
language:
- iso: eng
page: '030601'
publication: Physical Review Letters
publication_status: published
status: public
title: Beating Grover search for low-energy estimation and state preparation
type: journal_article
user_id: '71541'
volume: 135
year: '2025'
...
---
_id: '61776'
abstract:
- lang: eng
  text: "We investigate the role of energy, i.e. average photon number, as a resource\r\nin
    the computational complexity of bosonic systems. We show three sets of\r\nresults:
    (1. Energy growth rates) There exist bosonic gate sets which increase\r\nenergy
    incredibly rapidly, obtaining e.g. infinite energy in finite/constant\r\ntime.
    We prove these high energies can make computing properties of bosonic\r\ncomputations,
    such as deciding whether a given computation will attain infinite\r\nenergy, extremely
    difficult, formally undecidable. (2. Lower bounds on\r\ncomputational power) More
    energy ``='' more computational power. For example,\r\ncertain gate sets allow
    poly-time bosonic computations to simulate PTOWER, the\r\nset of deterministic
    computations whose runtime scales as a tower of\r\nexponentials with polynomial
    height. Even just exponential energy and $O(1)$\r\nmodes suffice to simulate NP,
    which, importantly, is a setup similar to that of\r\nthe recent bosonic factoring
    algorithm of [Brenner, Caha, Coiteux-Roy and\r\nKoenig (2024)]. For simpler gate
    sets, we show an energy hierarchy theorem. (3.\r\nUpper bounds on computational
    power) Bosonic computations with polynomial\r\nenergy can be simulated in BQP,
    ``physical'' bosonic computations with\r\narbitrary finite energy are decidable,
    and the gate set consisting of Gaussian\r\ngates and the cubic phase gate can
    be simulated in PP, with exponential bound\r\non energy, improving upon the previous
    PSPACE upper bound. Finally, combining\r\nupper and lower bounds yields no-go
    theorems for a continuous-variable\r\nSolovay--Kitaev theorem for gate sets such
    as the Gaussian and cubic phase\r\ngates."
author:
- first_name: Ulysse
  full_name: Chabaud, Ulysse
  last_name: Chabaud
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
- first_name: Saeed
  full_name: Mehraban, Saeed
  last_name: Mehraban
- first_name: Arsalan
  full_name: Motamedi, Arsalan
  last_name: Motamedi
- first_name: Hamid Reza
  full_name: Naeij, Hamid Reza
  last_name: Naeij
- first_name: Dorian
  full_name: Rudolph, Dorian
  id: '57863'
  last_name: Rudolph
- first_name: Dhruva
  full_name: Sambrani, Dhruva
  last_name: Sambrani
citation:
  ama: Chabaud U, Gharibian S, Mehraban S, et al. Energy, Bosons and Computational
    Complexity. <i>arXiv:251008545</i>. Published online 2025.
  apa: Chabaud, U., Gharibian, S., Mehraban, S., Motamedi, A., Naeij, H. R., Rudolph,
    D., &#38; Sambrani, D. (2025). Energy, Bosons and Computational Complexity. In
    <i>arXiv:2510.08545</i>.
  bibtex: '@article{Chabaud_Gharibian_Mehraban_Motamedi_Naeij_Rudolph_Sambrani_2025,
    title={Energy, Bosons and Computational Complexity}, journal={arXiv:2510.08545},
    author={Chabaud, Ulysse and Gharibian, Sevag and Mehraban, Saeed and Motamedi,
    Arsalan and Naeij, Hamid Reza and Rudolph, Dorian and Sambrani, Dhruva}, year={2025}
    }'
  chicago: Chabaud, Ulysse, Sevag Gharibian, Saeed Mehraban, Arsalan Motamedi, Hamid
    Reza Naeij, Dorian Rudolph, and Dhruva Sambrani. “Energy, Bosons and Computational
    Complexity.” <i>ArXiv:2510.08545</i>, 2025.
  ieee: U. Chabaud <i>et al.</i>, “Energy, Bosons and Computational Complexity,” <i>arXiv:2510.08545</i>.
    2025.
  mla: Chabaud, Ulysse, et al. “Energy, Bosons and Computational Complexity.” <i>ArXiv:2510.08545</i>,
    2025.
  short: U. Chabaud, S. Gharibian, S. Mehraban, A. Motamedi, H.R. Naeij, D. Rudolph,
    D. Sambrani, ArXiv:2510.08545 (2025).
date_created: 2025-10-10T13:44:52Z
date_updated: 2026-05-15T08:39:50Z
department:
- _id: '7'
- _id: '623'
external_id:
  arxiv:
  - '2510.08545'
language:
- iso: eng
publication: arXiv:2510.08545
status: public
title: Energy, Bosons and Computational Complexity
type: preprint
user_id: '71541'
year: '2025'
...
---
_id: '60432'
abstract:
- lang: eng
  text: "The Quantum k-SAT problem is the quantum generalization of the k-SAT problem.\r\nIt
    is the problem whether a given local Hamiltonian is frustration-free.\r\nFrustration-free
    means that the ground state of the k-local Hamiltonian\r\nminimizes the energy
    of every local interaction term simultaneously. This is a\r\ncentral question
    in quantum physics and a canonical QMA_1-complete problem. The\r\nQuantum k-SAT
    problem is not as well studied as the classical k-SAT problem in\r\nterms of special
    tractable cases, approximation algorithms and parameterized\r\ncomplexity. In
    this paper, we will give a graph-theoretic study of the Quantum\r\nk-SAT problem
    with the structures core and radius. These hypergraph structures\r\nare important
    to solve the Quantum k-SAT problem. We can solve a Quantum k-SAT\r\ninstance in
    polynomial time if the derived hypergraph has a core of size n-m+a,\r\nwhere a
    is a constant, and the radius is at most logarithmic. If it exists, we\r\ncan
    find a core of size n-m+a with the best possible radius in polynomial time,\r\nwhereas
    finding a general minimum core with minimal radius is NP-hard."
author:
- first_name: Simon-Luca
  full_name: Kremer, Simon-Luca
  last_name: Kremer
- first_name: Dorian
  full_name: Rudolph, Dorian
  id: '57863'
  last_name: Rudolph
- first_name: Sevag
  full_name: Gharibian, Sevag
  id: '71541'
  last_name: Gharibian
  orcid: 0000-0002-9992-3379
citation:
  ama: Kremer S-L, Rudolph D, Gharibian S. Quantum k-SAT Related Hypergraph Problems.
    <i>arXiv:250617066</i>. Published online 2025.
  apa: Kremer, S.-L., Rudolph, D., &#38; Gharibian, S. (2025). Quantum k-SAT Related
    Hypergraph Problems. In <i>arXiv:2506.17066</i>.
  bibtex: '@article{Kremer_Rudolph_Gharibian_2025, title={Quantum k-SAT Related Hypergraph
    Problems}, journal={arXiv:2506.17066}, author={Kremer, Simon-Luca and Rudolph,
    Dorian and Gharibian, Sevag}, year={2025} }'
  chicago: Kremer, Simon-Luca, Dorian Rudolph, and Sevag Gharibian. “Quantum K-SAT
    Related Hypergraph Problems.” <i>ArXiv:2506.17066</i>, 2025.
  ieee: S.-L. Kremer, D. Rudolph, and S. Gharibian, “Quantum k-SAT Related Hypergraph
    Problems,” <i>arXiv:2506.17066</i>. 2025.
  mla: Kremer, Simon-Luca, et al. “Quantum K-SAT Related Hypergraph Problems.” <i>ArXiv:2506.17066</i>,
    2025.
  short: S.-L. Kremer, D. Rudolph, S. Gharibian, ArXiv:2506.17066 (2025).
date_created: 2025-06-27T06:56:35Z
date_updated: 2026-05-15T08:41:01Z
department:
- _id: '7'
- _id: '623'
external_id:
  arxiv:
  - '2506.17066'
language:
- iso: eng
publication: arXiv:2506.17066
status: public
title: Quantum k-SAT Related Hypergraph Problems
type: preprint
user_id: '71541'
year: '2025'
...
---
_id: '61256'
author:
- first_name: Marvin
  full_name: Illian, Marvin
  id: '44169'
  last_name: Illian
  orcid: 0009-0007-2992-8346
- first_name: Björn
  full_name: Luchterhandt, Björn
  last_name: Luchterhandt
- first_name: Lin
  full_name: Wang, Lin
  id: '102868'
  last_name: Wang
  orcid: 0000-0001-7181-6128
citation:
  ama: 'Illian M, Luchterhandt B, Wang L. Band Switching for Mobile Energy Optimization
    in 5G Networks and Beyond. In: <i>Proceedings of the 20th Workshop on Mobility
    in the Evolving Internet Architecture (MobiArch)</i>. ; 2025. doi:<a href="https://doi.org/10.1145/3737897.3767294">10.1145/3737897.3767294</a>'
  apa: Illian, M., Luchterhandt, B., &#38; Wang, L. (2025). Band Switching for Mobile
    Energy Optimization in 5G Networks and Beyond. <i>Proceedings of the 20th Workshop
    on Mobility in the Evolving Internet Architecture (MobiArch)</i>. ACM Workshop
    on Mobility in the Evolving Internet Architecture (MobiArch), co-located with
    ACM MobiCom, Hong Kong, China. <a href="https://doi.org/10.1145/3737897.3767294">https://doi.org/10.1145/3737897.3767294</a>
  bibtex: '@inproceedings{Illian_Luchterhandt_Wang_2025, title={Band Switching for
    Mobile Energy Optimization in 5G Networks and Beyond}, DOI={<a href="https://doi.org/10.1145/3737897.3767294">10.1145/3737897.3767294</a>},
    booktitle={Proceedings of the 20th Workshop on Mobility in the Evolving Internet
    Architecture (MobiArch)}, author={Illian, Marvin and Luchterhandt, Björn and Wang,
    Lin}, year={2025} }'
  chicago: Illian, Marvin, Björn Luchterhandt, and Lin Wang. “Band Switching for Mobile
    Energy Optimization in 5G Networks and Beyond.” In <i>Proceedings of the 20th
    Workshop on Mobility in the Evolving Internet Architecture (MobiArch)</i>, 2025.
    <a href="https://doi.org/10.1145/3737897.3767294">https://doi.org/10.1145/3737897.3767294</a>.
  ieee: 'M. Illian, B. Luchterhandt, and L. Wang, “Band Switching for Mobile Energy
    Optimization in 5G Networks and Beyond,” presented at the ACM Workshop on Mobility
    in the Evolving Internet Architecture (MobiArch), co-located with ACM MobiCom,
    Hong Kong, China, 2025, doi: <a href="https://doi.org/10.1145/3737897.3767294">10.1145/3737897.3767294</a>.'
  mla: Illian, Marvin, et al. “Band Switching for Mobile Energy Optimization in 5G
    Networks and Beyond.” <i>Proceedings of the 20th Workshop on Mobility in the Evolving
    Internet Architecture (MobiArch)</i>, 2025, doi:<a href="https://doi.org/10.1145/3737897.3767294">10.1145/3737897.3767294</a>.
  short: 'M. Illian, B. Luchterhandt, L. Wang, in: Proceedings of the 20th Workshop
    on Mobility in the Evolving Internet Architecture (MobiArch), 2025.'
conference:
  end_date: 2025-11-08
  location: Hong Kong, China
  name: ACM Workshop on Mobility in the Evolving Internet Architecture (MobiArch),
    co-located with ACM MobiCom
  start_date: 2025-11-04
date_created: 2025-09-12T11:22:18Z
date_updated: 2026-05-20T08:46:32Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3737897.3767294
language:
- iso: eng
publication: Proceedings of the 20th Workshop on Mobility in the Evolving Internet
  Architecture (MobiArch)
quality_controlled: '1'
status: public
title: Band Switching for Mobile Energy Optimization in 5G Networks and Beyond
type: conference
user_id: '44169'
year: '2025'
...
---
_id: '65734'
author:
- first_name: Louis Mozart
  full_name: Kamdem Teyou, Louis Mozart
  id: '101165'
  last_name: Kamdem Teyou
- first_name: Luke
  full_name: Friedrichs, Luke
  last_name: Friedrichs
- first_name: N'Dah Jean
  full_name: Kouagou, N'Dah Jean
  id: '87189'
  last_name: Kouagou
- first_name: Caglar
  full_name: Demir, Caglar
  id: '43817'
  last_name: Demir
- first_name: Yasir
  full_name: Mahmood, Yasir
  id: '99353'
  last_name: Mahmood
- first_name: Stefan
  full_name: Heindorf, Stefan
  id: '11871'
  last_name: Heindorf
  orcid: 0000-0002-4525-6865
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
citation:
  ama: 'Kamdem Teyou LM, Friedrichs L, Kouagou NJ, et al. Neural Reasoning for Robust
    Instance Retrieval in SHOIQ. In: ; 2025. doi:<a href="https://doi.org/10.1145/3731443.377134">https://doi.org/10.1145/3731443.377134</a>'
  apa: Kamdem Teyou, L. M., Friedrichs, L., Kouagou, N. J., Demir, C., Mahmood, Y.,
    Heindorf, S., &#38; Ngonga Ngomo, A.-C. (2025). <i>Neural Reasoning for Robust
    Instance Retrieval in SHOIQ</i>. The 13th COnference on Knowledge Capture (K-CAP’25),
    Dayton-USA. <a href="https://doi.org/10.1145/3731443.377134">https://doi.org/10.1145/3731443.377134</a>
  bibtex: '@inproceedings{Kamdem Teyou_Friedrichs_Kouagou_Demir_Mahmood_Heindorf_Ngonga
    Ngomo_2025, title={Neural Reasoning for Robust Instance Retrieval in SHOIQ}, DOI={<a
    href="https://doi.org/10.1145/3731443.377134">https://doi.org/10.1145/3731443.377134</a>},
    author={Kamdem Teyou, Louis Mozart and Friedrichs, Luke and Kouagou, N’Dah Jean
    and Demir, Caglar and Mahmood, Yasir and Heindorf, Stefan and Ngonga Ngomo, Axel-Cyrille},
    year={2025} }'
  chicago: Kamdem Teyou, Louis Mozart, Luke Friedrichs, N’Dah Jean Kouagou, Caglar
    Demir, Yasir Mahmood, Stefan Heindorf, and Axel-Cyrille Ngonga Ngomo. “Neural
    Reasoning for Robust Instance Retrieval in SHOIQ,” 2025. <a href="https://doi.org/10.1145/3731443.377134">https://doi.org/10.1145/3731443.377134</a>.
  ieee: 'L. M. Kamdem Teyou <i>et al.</i>, “Neural Reasoning for Robust Instance Retrieval
    in SHOIQ,” presented at the The 13th COnference on Knowledge Capture (K-CAP’25),
    Dayton-USA, 2025, doi: <a href="https://doi.org/10.1145/3731443.377134">https://doi.org/10.1145/3731443.377134</a>.'
  mla: Kamdem Teyou, Louis Mozart, et al. <i>Neural Reasoning for Robust Instance
    Retrieval in SHOIQ</i>. 2025, doi:<a href="https://doi.org/10.1145/3731443.377134">https://doi.org/10.1145/3731443.377134</a>.
  short: 'L.M. Kamdem Teyou, L. Friedrichs, N.J. Kouagou, C. Demir, Y. Mahmood, S.
    Heindorf, A.-C. Ngonga Ngomo, in: 2025.'
conference:
  end_date: 2025-12-12
  location: Dayton-USA
  name: The 13th COnference on Knowledge Capture (K-CAP'25)
  start_date: 2025-12-09
date_created: 2026-05-29T14:12:43Z
date_updated: 2026-05-29T14:16:06Z
department:
- _id: '574'
doi: https://doi.org/10.1145/3731443.377134
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dl.acm.org/doi/10.1145/3731443.3771348
oa: '1'
status: public
title: Neural Reasoning for Robust Instance Retrieval in SHOIQ
type: conference
user_id: '101165'
year: '2025'
...
---
_id: '61986'
author:
- first_name: Anja
  full_name: Rasor, Anja
  id: '34415'
  last_name: Rasor
- first_name: Julia Marie
  full_name: Vehmeyer, Julia Marie
  id: '84394'
  last_name: Vehmeyer
- first_name: Lisa
  full_name: Kirchberg, Lisa
  last_name: Kirchberg
- first_name: Michel
  full_name: Scholtysik, Michel
  last_name: Scholtysik
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: 'Rasor A, Vehmeyer JM, Kirchberg L, Scholtysik M, Koldewey C, Dumitrescu R.
    Key performance indicator system for evaluating the circular economy along the
    value chain. In: <i>Procedia CIRP</i>. Vol 135. Elsevier BV; 2025:972-977. doi:<a
    href="https://doi.org/10.1016/j.procir.2025.01.084">10.1016/j.procir.2025.01.084</a>'
  apa: Rasor, A., Vehmeyer, J. M., Kirchberg, L., Scholtysik, M., Koldewey, C., &#38;
    Dumitrescu, R. (2025). Key performance indicator system for evaluating the circular
    economy along the value chain. <i>Procedia CIRP</i>, <i>135</i>, 972–977. <a href="https://doi.org/10.1016/j.procir.2025.01.084">https://doi.org/10.1016/j.procir.2025.01.084</a>
  bibtex: '@inproceedings{Rasor_Vehmeyer_Kirchberg_Scholtysik_Koldewey_Dumitrescu_2025,
    title={Key performance indicator system for evaluating the circular economy along
    the value chain}, volume={135}, DOI={<a href="https://doi.org/10.1016/j.procir.2025.01.084">10.1016/j.procir.2025.01.084</a>},
    booktitle={Procedia CIRP}, publisher={Elsevier BV}, author={Rasor, Anja and Vehmeyer,
    Julia Marie and Kirchberg, Lisa and Scholtysik, Michel and Koldewey, Christian
    and Dumitrescu, Roman}, year={2025}, pages={972–977} }'
  chicago: Rasor, Anja, Julia Marie Vehmeyer, Lisa Kirchberg, Michel Scholtysik, Christian
    Koldewey, and Roman Dumitrescu. “Key Performance Indicator System for Evaluating
    the Circular Economy along the Value Chain.” In <i>Procedia CIRP</i>, 135:972–77.
    Elsevier BV, 2025. <a href="https://doi.org/10.1016/j.procir.2025.01.084">https://doi.org/10.1016/j.procir.2025.01.084</a>.
  ieee: 'A. Rasor, J. M. Vehmeyer, L. Kirchberg, M. Scholtysik, C. Koldewey, and R.
    Dumitrescu, “Key performance indicator system for evaluating the circular economy
    along the value chain,” in <i>Procedia CIRP</i>, 2025, vol. 135, pp. 972–977,
    doi: <a href="https://doi.org/10.1016/j.procir.2025.01.084">10.1016/j.procir.2025.01.084</a>.'
  mla: Rasor, Anja, et al. “Key Performance Indicator System for Evaluating the Circular
    Economy along the Value Chain.” <i>Procedia CIRP</i>, vol. 135, Elsevier BV, 2025,
    pp. 972–77, doi:<a href="https://doi.org/10.1016/j.procir.2025.01.084">10.1016/j.procir.2025.01.084</a>.
  short: 'A. Rasor, J.M. Vehmeyer, L. Kirchberg, M. Scholtysik, C. Koldewey, R. Dumitrescu,
    in: Procedia CIRP, Elsevier BV, 2025, pp. 972–977.'
date_created: 2025-10-24T08:01:13Z
date_updated: 2026-06-12T10:03:46Z
department:
- _id: '563'
doi: 10.1016/j.procir.2025.01.084
intvolume: '       135'
language:
- iso: eng
page: 972-977
publication: Procedia CIRP
publication_identifier:
  issn:
  - 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: Key performance indicator system for evaluating the circular economy along
  the value chain
type: conference
user_id: '15782'
volume: 135
year: '2025'
...
---
_id: '61955'
author:
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Malte Nick
  full_name: Rohde, Malte Nick
  last_name: Rohde
- first_name: Gero
  full_name: Strobel, Gero
  last_name: Strobel
- first_name: Julia Marie
  full_name: Vehmeyer, Julia Marie
  id: '84394'
  last_name: Vehmeyer
- first_name: Timm
  full_name: Fichtler, Timm
  id: '66731'
  last_name: Fichtler
  orcid: https://orcid.org/0000-0001-6034-4399
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: 'Koldewey C, Rohde MN, Strobel G, Vehmeyer JM, Fichtler T, Dumitrescu R. Embedding
    Generative AI into Products – 10 Design Principles for Building Intelligent Systems.
    In: <i>2025 IEEE International Conference on Engineering, Technology, and Innovation
    (ICE/ITMC)</i>. IEEE; 2025. doi:<a href="https://doi.org/10.1109/ice/itmc65658.2025.11106522">10.1109/ice/itmc65658.2025.11106522</a>'
  apa: Koldewey, C., Rohde, M. N., Strobel, G., Vehmeyer, J. M., Fichtler, T., &#38;
    Dumitrescu, R. (2025). Embedding Generative AI into Products – 10 Design Principles
    for Building Intelligent Systems. <i>2025 IEEE International Conference on Engineering,
    Technology, and Innovation (ICE/ITMC)</i>. <a href="https://doi.org/10.1109/ice/itmc65658.2025.11106522">https://doi.org/10.1109/ice/itmc65658.2025.11106522</a>
  bibtex: '@inproceedings{Koldewey_Rohde_Strobel_Vehmeyer_Fichtler_Dumitrescu_2025,
    title={Embedding Generative AI into Products – 10 Design Principles for Building
    Intelligent Systems}, DOI={<a href="https://doi.org/10.1109/ice/itmc65658.2025.11106522">10.1109/ice/itmc65658.2025.11106522</a>},
    booktitle={2025 IEEE International Conference on Engineering, Technology, and
    Innovation (ICE/ITMC)}, publisher={IEEE}, author={Koldewey, Christian and Rohde,
    Malte Nick and Strobel, Gero and Vehmeyer, Julia Marie and Fichtler, Timm and
    Dumitrescu, Roman}, year={2025} }'
  chicago: Koldewey, Christian, Malte Nick Rohde, Gero Strobel, Julia Marie Vehmeyer,
    Timm Fichtler, and Roman Dumitrescu. “Embedding Generative AI into Products –
    10 Design Principles for Building Intelligent Systems.” In <i>2025 IEEE International
    Conference on Engineering, Technology, and Innovation (ICE/ITMC)</i>. IEEE, 2025.
    <a href="https://doi.org/10.1109/ice/itmc65658.2025.11106522">https://doi.org/10.1109/ice/itmc65658.2025.11106522</a>.
  ieee: 'C. Koldewey, M. N. Rohde, G. Strobel, J. M. Vehmeyer, T. Fichtler, and R.
    Dumitrescu, “Embedding Generative AI into Products – 10 Design Principles for
    Building Intelligent Systems,” 2025, doi: <a href="https://doi.org/10.1109/ice/itmc65658.2025.11106522">10.1109/ice/itmc65658.2025.11106522</a>.'
  mla: Koldewey, Christian, et al. “Embedding Generative AI into Products – 10 Design
    Principles for Building Intelligent Systems.” <i>2025 IEEE International Conference
    on Engineering, Technology, and Innovation (ICE/ITMC)</i>, IEEE, 2025, doi:<a
    href="https://doi.org/10.1109/ice/itmc65658.2025.11106522">10.1109/ice/itmc65658.2025.11106522</a>.
  short: 'C. Koldewey, M.N. Rohde, G. Strobel, J.M. Vehmeyer, T. Fichtler, R. Dumitrescu,
    in: 2025 IEEE International Conference on Engineering, Technology, and Innovation
    (ICE/ITMC), IEEE, 2025.'
date_created: 2025-10-24T06:31:07Z
date_updated: 2026-06-12T10:03:59Z
department:
- _id: '563'
doi: 10.1109/ice/itmc65658.2025.11106522
language:
- iso: eng
publication: 2025 IEEE International Conference on Engineering, Technology, and Innovation
  (ICE/ITMC)
publication_status: published
publisher: IEEE
status: public
title: Embedding Generative AI into Products – 10 Design Principles for Building Intelligent
  Systems
type: conference
user_id: '15782'
year: '2025'
...
---
_id: '66098'
author:
- first_name: Janina
  full_name: Lütke Stockdiek, Janina
  last_name: Lütke Stockdiek
- first_name: Britta
  full_name: Grimme, Britta
  id: '103682'
  last_name: Grimme
- first_name: Marie
  full_name: Griesbach, Marie
  last_name: Griesbach
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
citation:
  ama: 'Lütke Stockdiek J, Grimme B, Griesbach M, Grimme C. Out of Order: On the Importance
    of Word Positions in Explaining Text Classification. In: <i>International Artificial
    Intelligence Symposium</i>. ; 2025:432–447.'
  apa: 'Lütke Stockdiek, J., Grimme, B., Griesbach, M., &#38; Grimme, C. (2025). Out
    of Order: On the Importance of Word Positions in Explaining Text Classification.
    <i>International Artificial Intelligence Symposium</i>, 432–447.'
  bibtex: '@inproceedings{Lütke Stockdiek_Grimme_Griesbach_Grimme_2025, title={Out
    of Order: On the Importance of Word Positions in Explaining Text Classification},
    booktitle={International Artificial Intelligence Symposium}, author={Lütke Stockdiek,
    Janina and Grimme, Britta and Griesbach, Marie and Grimme, Christian}, year={2025},
    pages={432–447} }'
  chicago: 'Lütke Stockdiek, Janina, Britta Grimme, Marie Griesbach, and Christian
    Grimme. “Out of Order: On the Importance of Word Positions in Explaining Text
    Classification.” In <i>International Artificial Intelligence Symposium</i>, 432–447,
    2025.'
  ieee: 'J. Lütke Stockdiek, B. Grimme, M. Griesbach, and C. Grimme, “Out of Order:
    On the Importance of Word Positions in Explaining Text Classification,” in <i>International
    Artificial Intelligence Symposium</i>, 2025, pp. 432–447.'
  mla: 'Lütke Stockdiek, Janina, et al. “Out of Order: On the Importance of Word Positions
    in Explaining Text Classification.” <i>International Artificial Intelligence Symposium</i>,
    2025, pp. 432–447.'
  short: 'J. Lütke Stockdiek, B. Grimme, M. Griesbach, C. Grimme, in: International
    Artificial Intelligence Symposium, 2025, pp. 432–447.'
date_created: 2026-07-01T12:32:42Z
date_updated: 2026-07-01T12:33:09Z
department:
- _id: '819'
language:
- iso: eng
page: 432–447
publication: International Artificial Intelligence Symposium
status: public
title: 'Out of Order: On the Importance of Word Positions in Explaining Text Classification'
type: conference
user_id: '15504'
year: '2025'
...
---
_id: '58801'
abstract:
- lang: eng
  text: Iran employs one of the most prominent Internet censors in the world. An important
    part of Iran’s censorship apparatus is its analysis of unencrypted protocols such
    as HTTP and DNS. During routine evaluations of Iran’s HTTP and DNS censorship,
    we noticed several properties we believe to be unknown today. For instance, we
    found injections of correct static IPs for some domains such as google.com on
    the DNS level, unclear HTTP version parsing, and correlations between DNS and
    HTTP censorship. In this paper, we present our findings to the community and discuss
    possible takeaways for affected people and the censorship circumvention community.
    As some of our findings left us bewildered, we hope to ignite a discussion about
    Iran’s censorship behavior. We aim to use the discussion of our work to execute
    a thorough analysis and explanation of Iran’s censorship behavior in the future.
author:
- first_name: Felix
  full_name: Lange, Felix
  id: '67893'
  last_name: Lange
- first_name: Niklas
  full_name: Niere, Niklas
  id: '63563'
  last_name: Niere
- first_name: Jonathan
  full_name: von Niessen, Jonathan
  last_name: von Niessen
- first_name: Dennis
  full_name: Suermann, Dennis
  last_name: Suermann
- first_name: Nico
  full_name: Heitmann, Nico
  id: '74619'
  last_name: Heitmann
  orcid: 0009-0003-7687-7044
- first_name: Juraj
  full_name: Somorovsky, Juraj
  id: '83504'
  last_name: Somorovsky
  orcid: 0000-0002-3593-7720
citation:
  ama: 'Lange F, Niere N, von Niessen J, Suermann D, Heitmann N, Somorovsky J. I(ra)nconsistencies:
    Novel Insights into Iran’s Censorship. In: <i>Proceedings on Privacy Enhancing
    Technologies</i>. ; 2025.'
  apa: 'Lange, F., Niere, N., von Niessen, J., Suermann, D., Heitmann, N., &#38; Somorovsky,
    J. (2025). I(ra)nconsistencies: Novel Insights into Iran’s Censorship. <i>Proceedings
    on Privacy Enhancing Technologies</i>. Free and Open Communications on the Internet,
    Virtual.'
  bibtex: '@inproceedings{Lange_Niere_von Niessen_Suermann_Heitmann_Somorovsky_2025,
    title={I(ra)nconsistencies: Novel Insights into Iran’s Censorship}, booktitle={Proceedings
    on Privacy Enhancing Technologies}, author={Lange, Felix and Niere, Niklas and
    von Niessen, Jonathan and Suermann, Dennis and Heitmann, Nico and Somorovsky,
    Juraj}, year={2025} }'
  chicago: 'Lange, Felix, Niklas Niere, Jonathan von Niessen, Dennis Suermann, Nico
    Heitmann, and Juraj Somorovsky. “I(Ra)Nconsistencies: Novel Insights into Iran’s
    Censorship.” In <i>Proceedings on Privacy Enhancing Technologies</i>, 2025.'
  ieee: 'F. Lange, N. Niere, J. von Niessen, D. Suermann, N. Heitmann, and J. Somorovsky,
    “I(ra)nconsistencies: Novel Insights into Iran’s Censorship,” presented at the
    Free and Open Communications on the Internet, Virtual, 2025.'
  mla: 'Lange, Felix, et al. “I(Ra)Nconsistencies: Novel Insights into Iran’s Censorship.”
    <i>Proceedings on Privacy Enhancing Technologies</i>, 2025.'
  short: 'F. Lange, N. Niere, J. von Niessen, D. Suermann, N. Heitmann, J. Somorovsky,
    in: Proceedings on Privacy Enhancing Technologies, 2025.'
conference:
  end_date: 2025-02-20
  location: Virtual
  name: Free and Open Communications on the Internet
  start_date: 2025-02-20
date_created: 2025-02-24T08:09:56Z
date_updated: 2026-08-17T07:40:31Z
ddc:
- '006'
department:
- _id: '632'
file:
- access_level: local
  content_type: application/pdf
  creator: flange
  date_created: 2025-02-24T08:07:59Z
  date_updated: 2026-08-17T07:40:31Z
  file_id: '58802'
  file_name: foci-2025-0002.pdf
  file_size: 535700
  relation: main_file
file_date_updated: 2026-08-17T07:40:31Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.petsymposium.org/foci/2025/foci-2025-0002.pdf
oa: '1'
publication: Proceedings on Privacy Enhancing Technologies
quality_controlled: '1'
status: public
title: 'I(ra)nconsistencies: Novel Insights into Iran’s Censorship'
type: conference
user_id: '63563'
year: '2025'
...
---
_id: '48632'
abstract:
- lang: eng
  text: Digital Servitization is one of the significant trends affecting the manufacturing
    industry. Companies try to tackle challenges regarding their differentiation and
    profitability using digital services. One specific type of digital services are
    smart services, which are digital services built on data from smart products.
    Introducing these kinds of offerings into the portfolio of manufacturing companies
    is not trivial. Moreover, they require conscious action to align all relevant
    capabilities to realize the respective business goals. However, what capabilities
    are generally relevant for smart services remains opaque. We conducted a systematic
    literature review to identify them and extended the results through an interview
    study. Our analysis results in 78 capabilities clustered among 12 principles and
    six dimensions. These results provide significant support for the smart service
    transformation of manufacturing companies and for structuring the research field
    of smart services.
author:
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Timm
  full_name: Fichtler, Timm
  id: '66731'
  last_name: Fichtler
  orcid: https://orcid.org/0000-0001-6034-4399
- first_name: Michel
  full_name: Scholtysik, Michel
  id: '50562'
  last_name: Scholtysik
- first_name: Jan
  full_name: Biehler, Jan
  last_name: Biehler
- first_name: Nick
  full_name: Schreiner, Nick
  last_name: Schreiner
- first_name: Franziska
  full_name: Sommer, Franziska
  last_name: Sommer
- first_name: Maximilian
  full_name: Schacht, Maximilian
  last_name: Schacht
- first_name: Jonas
  full_name: Kaufmann, Jonas
  last_name: Kaufmann
- first_name: Martin
  full_name: Rabe, Martin
  last_name: Rabe
- first_name: Joachim
  full_name: Sedlmeier, Joachim
  last_name: Sedlmeier
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: 'Koldewey C, Fichtler T, Scholtysik M, et al. Exploring Capabilities for the
    Smart Service Transformation in Manufacturing: Insights from Theory and Practice.
    In: ; 2024.'
  apa: 'Koldewey, C., Fichtler, T., Scholtysik, M., Biehler, J., Schreiner, N., Sommer,
    F., Schacht, M., Kaufmann, J., Rabe, M., Sedlmeier, J., &#38; Dumitrescu, R. (2024).
    <i>Exploring Capabilities for the Smart Service Transformation in Manufacturing:
    Insights from Theory and Practice</i>. Hawaii International Conference on System
    Sciences, Hawaii.'
  bibtex: '@inproceedings{Koldewey_Fichtler_Scholtysik_Biehler_Schreiner_Sommer_Schacht_Kaufmann_Rabe_Sedlmeier_et
    al._2024, title={Exploring Capabilities for the Smart Service Transformation in
    Manufacturing: Insights from Theory and Practice}, author={Koldewey, Christian
    and Fichtler, Timm and Scholtysik, Michel and Biehler, Jan and Schreiner, Nick
    and Sommer, Franziska and Schacht, Maximilian and Kaufmann, Jonas and Rabe, Martin
    and Sedlmeier, Joachim and et al.}, year={2024} }'
  chicago: 'Koldewey, Christian, Timm Fichtler, Michel Scholtysik, Jan Biehler, Nick
    Schreiner, Franziska Sommer, Maximilian Schacht, et al. “Exploring Capabilities
    for the Smart Service Transformation in Manufacturing: Insights from Theory and
    Practice,” 2024.'
  ieee: 'C. Koldewey <i>et al.</i>, “Exploring Capabilities for the Smart Service
    Transformation in Manufacturing: Insights from Theory and Practice,” presented
    at the Hawaii International Conference on System Sciences, Hawaii, 2024.'
  mla: 'Koldewey, Christian, et al. <i>Exploring Capabilities for the Smart Service
    Transformation in Manufacturing: Insights from Theory and Practice</i>. 2024.'
  short: 'C. Koldewey, T. Fichtler, M. Scholtysik, J. Biehler, N. Schreiner, F. Sommer,
    M. Schacht, J. Kaufmann, M. Rabe, J. Sedlmeier, R. Dumitrescu, in: 2024.'
conference:
  end_date: 2024-01-06
  location: Hawaii
  name: Hawaii International Conference on System Sciences
  start_date: 2024-01-03
date_created: 2023-11-06T15:31:32Z
date_updated: 2023-11-06T15:40:33Z
department:
- _id: '563'
- _id: '241'
keyword:
- Digital Servitization
- Transformation
- Capabilities
- Maturity
- Smart Services
language:
- iso: eng
status: public
title: 'Exploring Capabilities for the Smart Service Transformation in Manufacturing:
  Insights from Theory and Practice'
type: conference
user_id: '66731'
year: '2024'
...
---
_id: '49354'
author:
- first_name: Lameya
  full_name: Afroze, Lameya
  last_name: Afroze
- first_name: Silke
  full_name: Merkelbach, Silke
  last_name: Merkelbach
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: 'Afroze L, Merkelbach S, von Enzberg S, Dumitrescu R. Domain Knowledge Injection
    Guidance for Predictive Maintenance. In: <i>ML4CPS 2023</i>. ; 2024.'
  apa: Afroze, L., Merkelbach, S., von Enzberg, S., &#38; Dumitrescu, R. (2024). Domain
    Knowledge Injection Guidance for Predictive Maintenance. <i>ML4CPS 2023</i>. ML4CPS
    – Machine Learning For Cyber-Physical Systems, Hamburg.
  bibtex: '@inproceedings{Afroze_Merkelbach_von Enzberg_Dumitrescu_2024, title={Domain
    Knowledge Injection Guidance for Predictive Maintenance}, booktitle={ML4CPS 2023},
    author={Afroze, Lameya and Merkelbach, Silke and von Enzberg, Sebastian and Dumitrescu,
    Roman}, year={2024} }'
  chicago: Afroze, Lameya, Silke Merkelbach, Sebastian von Enzberg, and Roman Dumitrescu.
    “Domain Knowledge Injection Guidance for Predictive Maintenance.” In <i>ML4CPS
    2023</i>, 2024.
  ieee: L. Afroze, S. Merkelbach, S. von Enzberg, and R. Dumitrescu, “Domain Knowledge
    Injection Guidance for Predictive Maintenance,” presented at the ML4CPS – Machine
    Learning For Cyber-Physical Systems, Hamburg, 2024.
  mla: Afroze, Lameya, et al. “Domain Knowledge Injection Guidance for Predictive
    Maintenance.” <i>ML4CPS 2023</i>, 2024.
  short: 'L. Afroze, S. Merkelbach, S. von Enzberg, R. Dumitrescu, in: ML4CPS 2023,
    2024.'
conference:
  end_date: 2023-0331
  location: Hamburg
  name: ML4CPS – Machine Learning For Cyber-Physical Systems
  start_date: 2023-03-29
date_created: 2023-11-30T09:59:41Z
date_updated: 2023-11-30T14:09:47Z
department:
- _id: '563'
language:
- iso: eng
publication: ML4CPS 2023
status: public
title: Domain Knowledge Injection Guidance for Predictive Maintenance
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '49364'
author:
- first_name: Michel
  full_name: Scholtysik, Michel
  id: '50562'
  last_name: Scholtysik
- first_name: Malte
  full_name: Rohde, Malte
  last_name: Rohde
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: 'Scholtysik M, Rohde M, Koldewey C, Dumitrescu R. Business strategy taxonomy
    and solution patterns for the circular economy. In: ; 2024.'
  apa: Scholtysik, M., Rohde, M., Koldewey, C., &#38; Dumitrescu, R. (2024). <i>Business
    strategy taxonomy and solution patterns for the circular economy</i>.
  bibtex: '@inproceedings{Scholtysik_Rohde_Koldewey_Dumitrescu_2024, title={Business
    strategy taxonomy and solution patterns for the circular economy}, author={Scholtysik,
    Michel and Rohde, Malte and Koldewey, Christian and Dumitrescu, Roman}, year={2024}
    }'
  chicago: Scholtysik, Michel, Malte Rohde, Christian Koldewey, and Roman Dumitrescu.
    “Business Strategy Taxonomy and Solution Patterns for the Circular Economy,” 2024.
  ieee: M. Scholtysik, M. Rohde, C. Koldewey, and R. Dumitrescu, “Business strategy
    taxonomy and solution patterns for the circular economy,” 2024.
  mla: Scholtysik, Michel, et al. <i>Business Strategy Taxonomy and Solution Patterns
    for the Circular Economy</i>. 2024.
  short: 'M. Scholtysik, M. Rohde, C. Koldewey, R. Dumitrescu, in: 2024.'
date_created: 2023-11-30T10:57:30Z
date_updated: 2023-11-30T14:27:55Z
department:
- _id: '563'
language:
- iso: eng
status: public
title: Business strategy taxonomy and solution patterns for the circular economy
type: conference
user_id: '50562'
year: '2024'
...
---
_id: '51160'
abstract:
- lang: eng
  text: "We rigorously derive novel and sharp finite-data error bounds for highly\r\nsample-efficient
    Extended Dynamic Mode Decomposition (EDMD) for both i.i.d. and\r\nergodic sampling.
    In particular, we show all results in a very general setting\r\nremoving most
    of the typically imposed assumptions such that, among others,\r\ndiscrete- and
    continuous-time stochastic processes as well as nonlinear partial\r\ndifferential
    equations are contained in the considered system class. Besides\r\nshowing an
    exponential rate for i.i.d. sampling, we prove, to the best of our\r\nknowledge,
    the first superlinear convergence rates for ergodic sampling of\r\ndeterministic
    systems. We verify sharpness of the derived error bounds by\r\nconducting numerical
    simulations for highly-complex applications from molecular\r\ndynamics and chaotic
    flame propagation."
author:
- first_name: Friedrich M.
  full_name: Philipp, Friedrich M.
  last_name: Philipp
- first_name: Manuel
  full_name: Schaller, Manuel
  last_name: Schaller
- first_name: Septimus
  full_name: Boshoff, Septimus
  last_name: Boshoff
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Feliks
  full_name: Nüske, Feliks
  last_name: Nüske
- first_name: Karl
  full_name: Worthmann, Karl
  last_name: Worthmann
citation:
  ama: 'Philipp FM, Schaller M, Boshoff S, Peitz S, Nüske F, Worthmann K. Extended
    Dynamic Mode Decomposition: Sharp bounds on the sample  efficiency. <i>arXiv:240202494</i>.
    Published online 2024.'
  apa: 'Philipp, F. M., Schaller, M., Boshoff, S., Peitz, S., Nüske, F., &#38; Worthmann,
    K. (2024). Extended Dynamic Mode Decomposition: Sharp bounds on the sample  efficiency.
    In <i>arXiv:2402.02494</i>.'
  bibtex: '@article{Philipp_Schaller_Boshoff_Peitz_Nüske_Worthmann_2024, title={Extended
    Dynamic Mode Decomposition: Sharp bounds on the sample  efficiency}, journal={arXiv:2402.02494},
    author={Philipp, Friedrich M. and Schaller, Manuel and Boshoff, Septimus and Peitz,
    Sebastian and Nüske, Feliks and Worthmann, Karl}, year={2024} }'
  chicago: 'Philipp, Friedrich M., Manuel Schaller, Septimus Boshoff, Sebastian Peitz,
    Feliks Nüske, and Karl Worthmann. “Extended Dynamic Mode Decomposition: Sharp
    Bounds on the Sample  Efficiency.” <i>ArXiv:2402.02494</i>, 2024.'
  ieee: 'F. M. Philipp, M. Schaller, S. Boshoff, S. Peitz, F. Nüske, and K. Worthmann,
    “Extended Dynamic Mode Decomposition: Sharp bounds on the sample  efficiency,”
    <i>arXiv:2402.02494</i>. 2024.'
  mla: 'Philipp, Friedrich M., et al. “Extended Dynamic Mode Decomposition: Sharp
    Bounds on the Sample  Efficiency.” <i>ArXiv:2402.02494</i>, 2024.'
  short: F.M. Philipp, M. Schaller, S. Boshoff, S. Peitz, F. Nüske, K. Worthmann,
    ArXiv:2402.02494 (2024).
date_created: 2024-02-06T08:52:21Z
date_updated: 2024-02-06T08:52:44Z
department:
- _id: '655'
external_id:
  arxiv:
  - '2402.02494'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/pdf/2402.02494.pdf
oa: '1'
publication: arXiv:2402.02494
status: public
title: 'Extended Dynamic Mode Decomposition: Sharp bounds on the sample  efficiency'
type: preprint
user_id: '47427'
year: '2024'
...
---
_id: '46019'
abstract:
- lang: eng
  text: We derive efficient algorithms to compute weakly Pareto optimal solutions
    for smooth, convex and unconstrained multiobjective optimization problems in general
    Hilbert spaces. To this end, we define a novel inertial gradient-like dynamical
    system in the multiobjective setting, which trajectories converge weakly to Pareto
    optimal solutions. Discretization of this system yields an inertial multiobjective
    algorithm which generates sequences that converge weakly to Pareto optimal solutions.
    We employ Nesterov acceleration to define an algorithm with an improved convergence
    rate compared to the plain multiobjective steepest descent method (Algorithm 1).
    A further improvement in terms of efficiency is achieved by avoiding the solution
    of a quadratic subproblem to compute a common step direction for all objective
    functions, which is usually required in first-order methods. Using a different
    discretization of our inertial gradient-like dynamical system, we obtain an accelerated
    multiobjective gradient method that does not require the solution of a subproblem
    in each step (Algorithm 2). While this algorithm does not converge in general,
    it yields good results on test problems while being faster than standard steepest
    descent.
author:
- first_name: Konstantin
  full_name: Sonntag, Konstantin
  id: '56399'
  last_name: Sonntag
  orcid: https://orcid.org/0000-0003-3384-3496
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
citation:
  ama: Sonntag K, Peitz S. Fast Multiobjective Gradient Methods with Nesterov Acceleration
    via Inertial Gradient-Like Systems. <i>Journal of Optimization Theory and Applications</i>.
    Published online 2024. doi:<a href="https://doi.org/10.1007/s10957-024-02389-3">10.1007/s10957-024-02389-3</a>
  apa: Sonntag, K., &#38; Peitz, S. (2024). Fast Multiobjective Gradient Methods with
    Nesterov Acceleration via Inertial Gradient-Like Systems. <i>Journal of Optimization
    Theory and Applications</i>. <a href="https://doi.org/10.1007/s10957-024-02389-3">https://doi.org/10.1007/s10957-024-02389-3</a>
  bibtex: '@article{Sonntag_Peitz_2024, title={Fast Multiobjective Gradient Methods
    with Nesterov Acceleration via Inertial Gradient-Like Systems}, DOI={<a href="https://doi.org/10.1007/s10957-024-02389-3">10.1007/s10957-024-02389-3</a>},
    journal={Journal of Optimization Theory and Applications}, publisher={Springer},
    author={Sonntag, Konstantin and Peitz, Sebastian}, year={2024} }'
  chicago: Sonntag, Konstantin, and Sebastian Peitz. “Fast Multiobjective Gradient
    Methods with Nesterov Acceleration via Inertial Gradient-Like Systems.” <i>Journal
    of Optimization Theory and Applications</i>, 2024. <a href="https://doi.org/10.1007/s10957-024-02389-3">https://doi.org/10.1007/s10957-024-02389-3</a>.
  ieee: 'K. Sonntag and S. Peitz, “Fast Multiobjective Gradient Methods with Nesterov
    Acceleration via Inertial Gradient-Like Systems,” <i>Journal of Optimization Theory
    and Applications</i>, 2024, doi: <a href="https://doi.org/10.1007/s10957-024-02389-3">10.1007/s10957-024-02389-3</a>.'
  mla: Sonntag, Konstantin, and Sebastian Peitz. “Fast Multiobjective Gradient Methods
    with Nesterov Acceleration via Inertial Gradient-Like Systems.” <i>Journal of
    Optimization Theory and Applications</i>, Springer, 2024, doi:<a href="https://doi.org/10.1007/s10957-024-02389-3">10.1007/s10957-024-02389-3</a>.
  short: K. Sonntag, S. Peitz, Journal of Optimization Theory and Applications (2024).
date_created: 2023-07-12T06:35:58Z
date_updated: 2024-02-21T10:13:33Z
department:
- _id: '101'
- _id: '655'
doi: 10.1007/s10957-024-02389-3
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/content/pdf/10.1007/s10957-024-02389-3.pdf
oa: '1'
publication: Journal of Optimization Theory and Applications
publication_status: published
publisher: Springer
status: public
title: Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial
  Gradient-Like Systems
type: journal_article
user_id: '56399'
year: '2024'
...
---
_id: '51334'
abstract:
- lang: eng
  text: The efficient optimization method for locally Lipschitz continuous multiobjective
    optimization problems from [1] is extended from finite-dimensional problems to
    general Hilbert spaces. The method iteratively computes Pareto critical points,
    where in each iteration, an approximation of the subdifferential is computed in
    an efficient manner and then used to compute a common descent direction for all
    objective functions. To prove convergence, we present some new optimality results
    for nonsmooth multiobjective optimization problems in Hilbert spaces. Using these,
    we can show that every accumulation point of the sequence generated by our algorithm
    is Pareto critical under common assumptions. Computational efficiency for finding
    Pareto critical points is numerically demonstrated for multiobjective optimal
    control of an obstacle problem.
author:
- first_name: Konstantin
  full_name: Sonntag, Konstantin
  id: '56399'
  last_name: Sonntag
  orcid: https://orcid.org/0000-0003-3384-3496
- first_name: Bennet
  full_name: Gebken, Bennet
  id: '32643'
  last_name: Gebken
- first_name: Georg
  full_name: Müller, Georg
  last_name: Müller
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Stefan
  full_name: Volkwein, Stefan
  last_name: Volkwein
citation:
  ama: Sonntag K, Gebken B, Müller G, Peitz S, Volkwein S. A Descent Method for Nonsmooth
    Multiobjective Optimization in Hilbert Spaces. <i>arXiv:240206376</i>. Published
    online 2024.
  apa: Sonntag, K., Gebken, B., Müller, G., Peitz, S., &#38; Volkwein, S. (2024).
    A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces.
    In <i>arXiv:2402.06376</i>.
  bibtex: '@article{Sonntag_Gebken_Müller_Peitz_Volkwein_2024, title={A Descent Method
    for Nonsmooth Multiobjective Optimization in Hilbert Spaces}, journal={arXiv:2402.06376},
    author={Sonntag, Konstantin and Gebken, Bennet and Müller, Georg and Peitz, Sebastian
    and Volkwein, Stefan}, year={2024} }'
  chicago: Sonntag, Konstantin, Bennet Gebken, Georg Müller, Sebastian Peitz, and
    Stefan Volkwein. “A Descent Method for Nonsmooth Multiobjective Optimization in
    Hilbert Spaces.” <i>ArXiv:2402.06376</i>, 2024.
  ieee: K. Sonntag, B. Gebken, G. Müller, S. Peitz, and S. Volkwein, “A Descent Method
    for Nonsmooth Multiobjective Optimization in Hilbert Spaces,” <i>arXiv:2402.06376</i>.
    2024.
  mla: Sonntag, Konstantin, et al. “A Descent Method for Nonsmooth Multiobjective
    Optimization in Hilbert Spaces.” <i>ArXiv:2402.06376</i>, 2024.
  short: K. Sonntag, B. Gebken, G. Müller, S. Peitz, S. Volkwein, ArXiv:2402.06376
    (2024).
date_created: 2024-02-13T09:35:26Z
date_updated: 2024-02-21T10:21:03Z
department:
- _id: '101'
- _id: '655'
external_id:
  arxiv:
  - "\t2402.06376"
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2402.06376
oa: '1'
publication: arXiv:2402.06376
status: public
title: A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces
type: preprint
user_id: '56399'
year: '2024'
...
---
_id: '40171'
abstract:
- lang: eng
  text: We present a convolutional framework which significantly reduces the complexity
    and thus, the computational effort for distributed reinforcement learning control
    of dynamical systems governed by partial differential equations (PDEs). Exploiting
    translational equivariances, the high-dimensional distributed control problem
    can be transformed into a multi-agent control problem with many identical, uncoupled
    agents. Furthermore, using the fact that information is transported with finite
    velocity in many cases, the dimension of the agents’ environment can be drastically
    reduced using a convolution operation over the state space of the PDE, by which
    we effectively tackle the curse of dimensionality otherwise present in deep reinforcement
    learning. In this setting, the complexity can be flexibly adjusted via the kernel
    width or by using a stride greater than one (meaning that we do not place an actuator
    at each sensor location). Moreover, scaling from smaller to larger domains – or
    the transfer between different domains – becomes a straightforward task requiring
    little effort. We demonstrate the performance of the proposed framework using
    several PDE examples with increasing complexity, where stabilization is achieved
    by training a low-dimensional deep deterministic policy gradient agent using minimal
    computing resources.
article_type: original
author:
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Jan
  full_name: Stenner, Jan
  id: '65520'
  last_name: Stenner
- first_name: Vikas
  full_name: Chidananda, Vikas
  last_name: Chidananda
- first_name: Oliver
  full_name: Wallscheid, Oliver
  id: '11291'
  last_name: Wallscheid
  orcid: https://orcid.org/0000-0001-9362-8777
- first_name: Steven L.
  full_name: Brunton, Steven L.
  last_name: Brunton
- first_name: Kunihiko
  full_name: Taira, Kunihiko
  last_name: Taira
citation:
  ama: 'Peitz S, Stenner J, Chidananda V, Wallscheid O, Brunton SL, Taira K. Distributed
    Control of Partial Differential Equations Using  Convolutional Reinforcement Learning.
    <i>Physica D: Nonlinear Phenomena</i>. 2024;461:134096. doi:<a href="https://doi.org/10.1016/j.physd.2024.134096">10.1016/j.physd.2024.134096</a>'
  apa: 'Peitz, S., Stenner, J., Chidananda, V., Wallscheid, O., Brunton, S. L., &#38;
    Taira, K. (2024). Distributed Control of Partial Differential Equations Using 
    Convolutional Reinforcement Learning. <i>Physica D: Nonlinear Phenomena</i>, <i>461</i>,
    134096. <a href="https://doi.org/10.1016/j.physd.2024.134096">https://doi.org/10.1016/j.physd.2024.134096</a>'
  bibtex: '@article{Peitz_Stenner_Chidananda_Wallscheid_Brunton_Taira_2024, title={Distributed
    Control of Partial Differential Equations Using  Convolutional Reinforcement Learning},
    volume={461}, DOI={<a href="https://doi.org/10.1016/j.physd.2024.134096">10.1016/j.physd.2024.134096</a>},
    journal={Physica D: Nonlinear Phenomena}, publisher={Elsevier}, author={Peitz,
    Sebastian and Stenner, Jan and Chidananda, Vikas and Wallscheid, Oliver and Brunton,
    Steven L. and Taira, Kunihiko}, year={2024}, pages={134096} }'
  chicago: 'Peitz, Sebastian, Jan Stenner, Vikas Chidananda, Oliver Wallscheid, Steven
    L. Brunton, and Kunihiko Taira. “Distributed Control of Partial Differential Equations
    Using  Convolutional Reinforcement Learning.” <i>Physica D: Nonlinear Phenomena</i>
    461 (2024): 134096. <a href="https://doi.org/10.1016/j.physd.2024.134096">https://doi.org/10.1016/j.physd.2024.134096</a>.'
  ieee: 'S. Peitz, J. Stenner, V. Chidananda, O. Wallscheid, S. L. Brunton, and K.
    Taira, “Distributed Control of Partial Differential Equations Using  Convolutional
    Reinforcement Learning,” <i>Physica D: Nonlinear Phenomena</i>, vol. 461, p. 134096,
    2024, doi: <a href="https://doi.org/10.1016/j.physd.2024.134096">10.1016/j.physd.2024.134096</a>.'
  mla: 'Peitz, Sebastian, et al. “Distributed Control of Partial Differential Equations
    Using  Convolutional Reinforcement Learning.” <i>Physica D: Nonlinear Phenomena</i>,
    vol. 461, Elsevier, 2024, p. 134096, doi:<a href="https://doi.org/10.1016/j.physd.2024.134096">10.1016/j.physd.2024.134096</a>.'
  short: 'S. Peitz, J. Stenner, V. Chidananda, O. Wallscheid, S.L. Brunton, K. Taira,
    Physica D: Nonlinear Phenomena 461 (2024) 134096.'
date_created: 2023-01-26T07:56:26Z
date_updated: 2024-02-23T10:53:42Z
department:
- _id: '655'
doi: 10.1016/j.physd.2024.134096
intvolume: '       461'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1016/j.physd.2024.134096
oa: '1'
page: '134096'
publication: 'Physica D: Nonlinear Phenomena'
publisher: Elsevier
status: public
title: Distributed Control of Partial Differential Equations Using  Convolutional
  Reinforcement Learning
type: journal_article
user_id: '47427'
volume: 461
year: '2024'
...
