---
_id: '37088'
abstract:
- lang: eng
text: We examine variation in mandatory CSR reporting practices based on a large
sample of non-publicly listed savings banks in Germany. They do not have typical
shareholders but rather are established by municipal trustees and can serve clients
only in their distinct operating area. This setting permits us to identify demand
for CSR information by their main stakeholder groups – municipal trustees and
private and corporate clients. In this way, our analysis focuses on the double-materiality
approach to CSR reporting. We find that demand for CSR information by supervisory
board chairperson belonging to a left-wing or green party and the presence of
more supervisory board members belonging to a left-wing or green party are associated
with longer CSR reports and more disclosure on environmental, social, employee
and human rights matters. In addition, competition for private clients and the
sustainability orientation of corporate clients are associated with longer reports
and more disclosure on environmental, employee and human rights matters. These
findings suggest that savings banks’ CSR reports cater to their principal stakeholders’
demand for CSR information.
author:
- first_name: Maryna
full_name: Gulenko, Maryna
id: '64226'
last_name: Gulenko
- first_name: Saskia
full_name: Kohlhase, Saskia
last_name: Kohlhase
- first_name: Urska
full_name: Kosi, Urska
id: '54068'
last_name: Kosi
orcid: 0009-0009-2545-5929
citation:
ama: 'Gulenko M, Kohlhase S, Kosi U. CSR Reporting under the Non-Financial Reporting
Directive: Evidence from Non-Publicly Listed Firms.; 2022. doi:10.2139/ssrn.4040946'
apa: 'Gulenko, M., Kohlhase, S., & Kosi, U. (2022). CSR Reporting under the
Non-Financial Reporting Directive: Evidence from Non-publicly Listed Firms.
https://doi.org/10.2139/ssrn.4040946'
bibtex: '@book{Gulenko_Kohlhase_Kosi_2022, title={CSR Reporting under the Non-Financial
Reporting Directive: Evidence from Non-publicly Listed Firms}, DOI={10.2139/ssrn.4040946},
author={Gulenko, Maryna and Kohlhase, Saskia and Kosi, Urska}, year={2022} }'
chicago: 'Gulenko, Maryna, Saskia Kohlhase, and Urska Kosi. CSR Reporting under
the Non-Financial Reporting Directive: Evidence from Non-Publicly Listed Firms,
2022. https://doi.org/10.2139/ssrn.4040946.'
ieee: 'M. Gulenko, S. Kohlhase, and U. Kosi, CSR Reporting under the Non-Financial
Reporting Directive: Evidence from Non-publicly Listed Firms. 2022.'
mla: 'Gulenko, Maryna, et al. CSR Reporting under the Non-Financial Reporting
Directive: Evidence from Non-Publicly Listed Firms. 2022, doi:10.2139/ssrn.4040946.'
short: 'M. Gulenko, S. Kohlhase, U. Kosi, CSR Reporting under the Non-Financial
Reporting Directive: Evidence from Non-Publicly Listed Firms, 2022.'
date_created: 2023-01-17T12:40:09Z
date_updated: 2026-06-15T09:42:09Z
department:
- _id: '635'
- _id: '186'
- _id: '551'
doi: 10.2139/ssrn.4040946
keyword:
- Corporate social responsibility
- Mandatory reporting
- Non-publicly listed banks
- Double materiality
- Stakeholder groups
- Political influence
language:
- iso: eng
main_file_link:
- url: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4040946
status: public
title: 'CSR Reporting under the Non-Financial Reporting Directive: Evidence from Non-publicly
Listed Firms'
type: working_paper
user_id: '54068'
year: '2022'
...
---
_id: '65890'
author:
- first_name: Raja
full_name: Herold-Blasius, Raja
id: '126182'
last_name: Herold-Blasius
- first_name: Benjamin
full_name: Rott, Benjamin
last_name: Rott
citation:
ama: 'Herold-Blasius R, Rott B. Low-achieving secondary students learn mathematical
problem solving. A longitudinal, qualitative video study. In: Twelfth Congress
of the European Society for Research in Mathematics Education (CERME12). ;
2022:452-459.'
apa: Herold-Blasius, R., & Rott, B. (2022). Low-achieving secondary students
learn mathematical problem solving. A longitudinal, qualitative video study. Twelfth
Congress of the European Society for Research in Mathematics Education (CERME12),
452–459.
bibtex: '@inproceedings{Herold-Blasius_Rott_2022, title={Low-achieving secondary
students learn mathematical problem solving. A longitudinal, qualitative video
study}, booktitle={Twelfth Congress of the European Society for Research in Mathematics
Education (CERME12)}, author={Herold-Blasius, Raja and Rott, Benjamin}, year={2022},
pages={452–459} }'
chicago: Herold-Blasius, Raja, and Benjamin Rott. “Low-Achieving Secondary Students
Learn Mathematical Problem Solving. A Longitudinal, Qualitative Video Study.”
In Twelfth Congress of the European Society for Research in Mathematics Education
(CERME12), 452–59, 2022.
ieee: R. Herold-Blasius and B. Rott, “Low-achieving secondary students learn mathematical
problem solving. A longitudinal, qualitative video study,” in Twelfth Congress
of the European Society for Research in Mathematics Education (CERME12), Bozen-Bolzano,
2022, pp. 452–459.
mla: Herold-Blasius, Raja, and Benjamin Rott. “Low-Achieving Secondary Students
Learn Mathematical Problem Solving. A Longitudinal, Qualitative Video Study.”
Twelfth Congress of the European Society for Research in Mathematics Education
(CERME12), 2022, pp. 452–59.
short: 'R. Herold-Blasius, B. Rott, in: Twelfth Congress of the European Society
for Research in Mathematics Education (CERME12), 2022, pp. 452–459.'
conference:
location: Bozen-Bolzano
name: Twelfth Congress of the European Society for Research in Mathematics Education
(CERME12)
date_created: 2026-06-15T10:11:31Z
date_updated: 2026-06-24T06:38:24Z
ddc:
- '510'
file:
- access_level: open_access
content_type: application/pdf
creator: rheroldb
date_created: 2026-06-15T10:11:28Z
date_updated: 2026-06-15T10:11:28Z
file_id: '65891'
file_name: 2022_TWG25_10_Herold-Blasius.pdf
file_size: 366608
relation: main_file
file_date_updated: 2026-06-15T10:11:28Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
page: 452-459
publication: Twelfth Congress of the European Society for Research in Mathematics
Education (CERME12)
quality_controlled: '1'
status: public
title: Low-achieving secondary students learn mathematical problem solving. A longitudinal,
qualitative video study
type: conference
user_id: '126182'
year: '2022'
...
---
_id: '66265'
author:
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Mario
full_name: Günzel, Mario
last_name: Günzel
- first_name: Boguslaw
full_name: Jablkowski, Boguslaw
last_name: Jablkowski
- first_name: Markus
full_name: Buschhoff, Markus
last_name: Buschhoff
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: 'Chen K-H, Günzel M, Jablkowski B, Buschhoff M, Chen J-J. Unikernel-Based Real-Time
Virtualization Under Deferrable Servers: Analysis and Realization. In: Maggio
M, ed. 34th Euromicro Conference on Real-Time Systems (ECRTS 2022). Vol
231. Leibniz International Proceedings in Informatics (LIPIcs). Schloss Dagstuhl
– Leibniz-Zentrum für Informatik; 2022:6:1–6:22. doi:10.4230/LIPIcs.ECRTS.2022.6'
apa: 'Chen, K.-H., Günzel, M., Jablkowski, B., Buschhoff, M., & Chen, J.-J.
(2022). Unikernel-Based Real-Time Virtualization Under Deferrable Servers: Analysis
and Realization. In M. Maggio (Ed.), 34th Euromicro Conference on Real-Time
Systems (ECRTS 2022) (Vol. 231, p. 6:1–6:22). Schloss Dagstuhl – Leibniz-Zentrum
für Informatik. https://doi.org/10.4230/LIPIcs.ECRTS.2022.6'
bibtex: '@inproceedings{Chen_Günzel_Jablkowski_Buschhoff_Chen_2022, place={Dagstuhl,
Germany}, series={Leibniz International Proceedings in Informatics (LIPIcs)},
title={Unikernel-Based Real-Time Virtualization Under Deferrable Servers: Analysis
and Realization}, volume={231}, DOI={10.4230/LIPIcs.ECRTS.2022.6},
booktitle={34th Euromicro Conference on Real-Time Systems (ECRTS 2022)}, publisher={Schloss
Dagstuhl – Leibniz-Zentrum für Informatik}, author={Chen, Kuan-Hsun and Günzel,
Mario and Jablkowski, Boguslaw and Buschhoff, Markus and Chen, Jian-Jia}, editor={Maggio,
Martina}, year={2022}, pages={6:1–6:22}, collection={Leibniz International Proceedings
in Informatics (LIPIcs)} }'
chicago: 'Chen, Kuan-Hsun, Mario Günzel, Boguslaw Jablkowski, Markus Buschhoff,
and Jian-Jia Chen. “Unikernel-Based Real-Time Virtualization Under Deferrable
Servers: Analysis and Realization.” In 34th Euromicro Conference on Real-Time
Systems (ECRTS 2022), edited by Martina Maggio, 231:6:1–6:22. Leibniz International
Proceedings in Informatics (LIPIcs). Dagstuhl, Germany: Schloss Dagstuhl – Leibniz-Zentrum
für Informatik, 2022. https://doi.org/10.4230/LIPIcs.ECRTS.2022.6.'
ieee: 'K.-H. Chen, M. Günzel, B. Jablkowski, M. Buschhoff, and J.-J. Chen, “Unikernel-Based
Real-Time Virtualization Under Deferrable Servers: Analysis and Realization,”
in 34th Euromicro Conference on Real-Time Systems (ECRTS 2022), 2022, vol.
231, p. 6:1–6:22, doi: 10.4230/LIPIcs.ECRTS.2022.6.'
mla: 'Chen, Kuan-Hsun, et al. “Unikernel-Based Real-Time Virtualization Under Deferrable
Servers: Analysis and Realization.” 34th Euromicro Conference on Real-Time
Systems (ECRTS 2022), edited by Martina Maggio, vol. 231, Schloss Dagstuhl
– Leibniz-Zentrum für Informatik, 2022, p. 6:1–6:22, doi:10.4230/LIPIcs.ECRTS.2022.6.'
short: 'K.-H. Chen, M. Günzel, B. Jablkowski, M. Buschhoff, J.-J. Chen, in: M. Maggio
(Ed.), 34th Euromicro Conference on Real-Time Systems (ECRTS 2022), Schloss Dagstuhl
– Leibniz-Zentrum für Informatik, Dagstuhl, Germany, 2022, p. 6:1–6:22.'
date_created: 2026-07-05T14:40:21Z
date_updated: 2026-07-05T14:42:53Z
doi: 10.4230/LIPIcs.ECRTS.2022.6
editor:
- first_name: Martina
full_name: Maggio, Martina
last_name: Maggio
intvolume: ' 231'
page: 6:1–6:22
place: Dagstuhl, Germany
publication: 34th Euromicro Conference on Real-Time Systems (ECRTS 2022)
publication_identifier:
isbn:
- 978-3-95977-239-6
issn:
- 1868-8969
publisher: Schloss Dagstuhl – Leibniz-Zentrum für Informatik
series_title: Leibniz International Proceedings in Informatics (LIPIcs)
status: public
title: 'Unikernel-Based Real-Time Virtualization Under Deferrable Servers: Analysis
and Realization'
type: conference
user_id: '128464'
volume: 231
year: '2022'
...
---
_id: '66262'
author:
- first_name: Sebastian
full_name: Hahn, Sebastian
last_name: Hahn
- first_name: Michael
full_name: Jacobs, Michael
last_name: Jacobs
- first_name: Nils
full_name: Hölscher, Nils
last_name: Hölscher
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
- first_name: Jan
full_name: Reineke, Jan
last_name: Reineke
citation:
ama: 'Hahn S, Jacobs M, Hölscher N, Chen K-H, Chen J-J, Reineke J. LLVMTA: An LLVM-Based
WCET Analysis Tool. In: Ballabriga C, ed. 20th International Workshop on Worst-Case
Execution Time Analysis (WCET 2022). Vol 103. Open Access Series in Informatics
(OASIcs). Schloss Dagstuhl – Leibniz-Zentrum für Informatik; 2022:2:1–2:17. doi:10.4230/OASIcs.WCET.2022.2'
apa: 'Hahn, S., Jacobs, M., Hölscher, N., Chen, K.-H., Chen, J.-J., & Reineke,
J. (2022). LLVMTA: An LLVM-Based WCET Analysis Tool. In C. Ballabriga (Ed.), 20th
International Workshop on Worst-Case Execution Time Analysis (WCET 2022) (Vol.
103, p. 2:1–2:17). Schloss Dagstuhl – Leibniz-Zentrum für Informatik. https://doi.org/10.4230/OASIcs.WCET.2022.2'
bibtex: '@inproceedings{Hahn_Jacobs_Hölscher_Chen_Chen_Reineke_2022, place={Dagstuhl,
Germany}, series={Open Access Series in Informatics (OASIcs)}, title={LLVMTA:
An LLVM-Based WCET Analysis Tool}, volume={103}, DOI={10.4230/OASIcs.WCET.2022.2},
booktitle={20th International Workshop on Worst-Case Execution Time Analysis (WCET
2022)}, publisher={Schloss Dagstuhl – Leibniz-Zentrum für Informatik}, author={Hahn,
Sebastian and Jacobs, Michael and Hölscher, Nils and Chen, Kuan-Hsun and Chen,
Jian-Jia and Reineke, Jan}, editor={Ballabriga, Clément}, year={2022}, pages={2:1–2:17},
collection={Open Access Series in Informatics (OASIcs)} }'
chicago: 'Hahn, Sebastian, Michael Jacobs, Nils Hölscher, Kuan-Hsun Chen, Jian-Jia
Chen, and Jan Reineke. “LLVMTA: An LLVM-Based WCET Analysis Tool.” In 20th
International Workshop on Worst-Case Execution Time Analysis (WCET 2022),
edited by Clément Ballabriga, 103:2:1–2:17. Open Access Series in Informatics
(OASIcs). Dagstuhl, Germany: Schloss Dagstuhl – Leibniz-Zentrum für Informatik,
2022. https://doi.org/10.4230/OASIcs.WCET.2022.2.'
ieee: 'S. Hahn, M. Jacobs, N. Hölscher, K.-H. Chen, J.-J. Chen, and J. Reineke,
“LLVMTA: An LLVM-Based WCET Analysis Tool,” in 20th International Workshop
on Worst-Case Execution Time Analysis (WCET 2022), 2022, vol. 103, p. 2:1–2:17,
doi: 10.4230/OASIcs.WCET.2022.2.'
mla: 'Hahn, Sebastian, et al. “LLVMTA: An LLVM-Based WCET Analysis Tool.” 20th
International Workshop on Worst-Case Execution Time Analysis (WCET 2022),
edited by Clément Ballabriga, vol. 103, Schloss Dagstuhl – Leibniz-Zentrum für
Informatik, 2022, p. 2:1–2:17, doi:10.4230/OASIcs.WCET.2022.2.'
short: 'S. Hahn, M. Jacobs, N. Hölscher, K.-H. Chen, J.-J. Chen, J. Reineke, in:
C. Ballabriga (Ed.), 20th International Workshop on Worst-Case Execution Time
Analysis (WCET 2022), Schloss Dagstuhl – Leibniz-Zentrum für Informatik, Dagstuhl,
Germany, 2022, p. 2:1–2:17.'
date_created: 2026-07-05T14:39:51Z
date_updated: 2026-07-05T14:43:03Z
doi: 10.4230/OASIcs.WCET.2022.2
editor:
- first_name: Clément
full_name: Ballabriga, Clément
last_name: Ballabriga
intvolume: ' 103'
page: 2:1–2:17
place: Dagstuhl, Germany
publication: 20th International Workshop on Worst-Case Execution Time Analysis (WCET
2022)
publication_identifier:
isbn:
- 978-3-95977-244-0
issn:
- 2190-6807
publisher: Schloss Dagstuhl – Leibniz-Zentrum für Informatik
series_title: Open Access Series in Informatics (OASIcs)
status: public
title: 'LLVMTA: An LLVM-Based WCET Analysis Tool'
type: conference
user_id: '128464'
volume: 103
year: '2022'
...
---
_id: '66224'
author:
- first_name: Raphael
full_name: Freymann, Raphael
last_name: Freymann
- first_name: Junjie
full_name: Shi, Junjie
last_name: Shi
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
citation:
ama: 'Freymann R, Shi J, Chen J-J, Chen K-H. Renovation of EdgeCloudSim: An Efficient
Discrete-Event Approach. In: 2021 Sixth International Conference on Fog and
Mobile Edge Computing (FMEC). IEEE; 2022. doi:10.1109/fmec54266.2021.9732572'
apa: 'Freymann, R., Shi, J., Chen, J.-J., & Chen, K.-H. (2022). Renovation of
EdgeCloudSim: An Efficient Discrete-Event Approach. 2021 Sixth International
Conference on Fog and Mobile Edge Computing (FMEC). https://doi.org/10.1109/fmec54266.2021.9732572'
bibtex: '@inproceedings{Freymann_Shi_Chen_Chen_2022, title={Renovation of EdgeCloudSim:
An Efficient Discrete-Event Approach}, DOI={10.1109/fmec54266.2021.9732572},
booktitle={2021 Sixth International Conference on Fog and Mobile Edge Computing
(FMEC)}, publisher={IEEE}, author={Freymann, Raphael and Shi, Junjie and Chen,
Jian-Jia and Chen, Kuan-Hsun}, year={2022} }'
chicago: 'Freymann, Raphael, Junjie Shi, Jian-Jia Chen, and Kuan-Hsun Chen. “Renovation
of EdgeCloudSim: An Efficient Discrete-Event Approach.” In 2021 Sixth International
Conference on Fog and Mobile Edge Computing (FMEC). IEEE, 2022. https://doi.org/10.1109/fmec54266.2021.9732572.'
ieee: 'R. Freymann, J. Shi, J.-J. Chen, and K.-H. Chen, “Renovation of EdgeCloudSim:
An Efficient Discrete-Event Approach,” 2022, doi: 10.1109/fmec54266.2021.9732572.'
mla: 'Freymann, Raphael, et al. “Renovation of EdgeCloudSim: An Efficient Discrete-Event
Approach.” 2021 Sixth International Conference on Fog and Mobile Edge Computing
(FMEC), IEEE, 2022, doi:10.1109/fmec54266.2021.9732572.'
short: 'R. Freymann, J. Shi, J.-J. Chen, K.-H. Chen, in: 2021 Sixth International
Conference on Fog and Mobile Edge Computing (FMEC), IEEE, 2022.'
date_created: 2026-07-03T21:21:50Z
date_updated: 2026-07-05T14:44:25Z
doi: 10.1109/fmec54266.2021.9732572
publication: 2021 Sixth International Conference on Fog and Mobile Edge Computing
(FMEC)
publication_status: published
publisher: IEEE
status: public
title: 'Renovation of EdgeCloudSim: An Efficient Discrete-Event Approach'
type: conference
user_id: '128464'
year: '2022'
...
---
_id: '66203'
abstract:
- lang: eng
text: For timing-sensitive edge applications, the demand for efficient lightweight
machine learning solutions has increased recently. Tree ensembles are among the
state-of-the-art in many machine learning applications. While single decision
trees are comparably small, an ensemble of trees can have a significant memory
footprint leading to cache locality issues, which are crucial to performance in
terms of execution time. In this work, we analyze memory-locality issues of the
two most common realizations of decision trees, i.e., native and if-else trees.
We highlight that both realizations demand a more careful memory layout to improve
caching behavior and maximize performance. We adopt a probabilistic model of decision
tree inference to find the best memory layout for each tree at the application
layer. Further, we present an efficient heuristic to take architecture-dependent
information into account thereby optimizing the given ensemble for a target computer
architecture. Our code-generation framework, which is freely available on an open-source
repository, produces optimized code sessions while preserving the structure and
accuracy of the trees. With several real-world data sets, we evaluate the elapsed
time of various tree realizations on server hardware as well as embedded systems
for Intel and ARM processors. Our optimized memory layout achieves a reduction
in execution time up to 75 % execution for server-class systems, and up to 70
% for embedded systems, respectively.
author:
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Chiahui
full_name: Su, Chiahui
last_name: Su
- first_name: Christian
full_name: Hakert, Christian
last_name: Hakert
- first_name: Sebastian
full_name: Buschjäger, Sebastian
last_name: Buschjäger
- first_name: Chao-Lin
full_name: Lee, Chao-Lin
last_name: Lee
- first_name: Jenq-Kuen
full_name: Lee, Jenq-Kuen
last_name: Lee
- first_name: Katharina
full_name: Morik, Katharina
last_name: Morik
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: Chen K-H, Su C, Hakert C, et al. Efficient Realization of Decision Trees for
Real-Time Inference. ACM Transactions on Embedded Computing Systems. 2022;21(6):1-26.
doi:10.1145/3508019
apa: Chen, K.-H., Su, C., Hakert, C., Buschjäger, S., Lee, C.-L., Lee, J.-K., Morik,
K., & Chen, J.-J. (2022). Efficient Realization of Decision Trees for Real-Time
Inference. ACM Transactions on Embedded Computing Systems, 21(6),
1–26. https://doi.org/10.1145/3508019
bibtex: '@article{Chen_Su_Hakert_Buschjäger_Lee_Lee_Morik_Chen_2022, title={Efficient
Realization of Decision Trees for Real-Time Inference}, volume={21}, DOI={10.1145/3508019},
number={6}, journal={ACM Transactions on Embedded Computing Systems}, publisher={Association
for Computing Machinery (ACM)}, author={Chen, Kuan-Hsun and Su, Chiahui and Hakert,
Christian and Buschjäger, Sebastian and Lee, Chao-Lin and Lee, Jenq-Kuen and Morik,
Katharina and Chen, Jian-Jia}, year={2022}, pages={1–26} }'
chicago: 'Chen, Kuan-Hsun, Chiahui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin
Lee, Jenq-Kuen Lee, Katharina Morik, and Jian-Jia Chen. “Efficient Realization
of Decision Trees for Real-Time Inference.” ACM Transactions on Embedded Computing
Systems 21, no. 6 (2022): 1–26. https://doi.org/10.1145/3508019.'
ieee: 'K.-H. Chen et al., “Efficient Realization of Decision Trees for Real-Time
Inference,” ACM Transactions on Embedded Computing Systems, vol. 21, no.
6, pp. 1–26, 2022, doi: 10.1145/3508019.'
mla: Chen, Kuan-Hsun, et al. “Efficient Realization of Decision Trees for Real-Time
Inference.” ACM Transactions on Embedded Computing Systems, vol. 21, no.
6, Association for Computing Machinery (ACM), 2022, pp. 1–26, doi:10.1145/3508019.
short: K.-H. Chen, C. Su, C. Hakert, S. Buschjäger, C.-L. Lee, J.-K. Lee, K. Morik,
J.-J. Chen, ACM Transactions on Embedded Computing Systems 21 (2022) 1–26.
date_created: 2026-07-03T21:17:45Z
date_updated: 2026-07-05T14:45:39Z
doi: 10.1145/3508019
intvolume: ' 21'
issue: '6'
language:
- iso: eng
page: 1-26
publication: ACM Transactions on Embedded Computing Systems
publication_identifier:
issn:
- 1539-9087
- 1558-3465
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: Efficient Realization of Decision Trees for Real-Time Inference
type: journal_article
user_id: '128464'
volume: 21
year: '2022'
...
---
_id: '66209'
abstract:
- lang: eng
text: For timing-sensitive edge applications, the demand for efficient lightweight
machine learning solutions has increased recently. Tree ensembles are among the
state-of-the-art in many machine learning applications. While single decision
trees are comparably small, an ensemble of trees can have a significant memory
footprint leading to cache locality issues, which are crucial to performance in
terms of execution time. In this work, we analyze memory-locality issues of the
two most common realizations of decision trees, i.e., native and if-else trees.
We highlight that both realizations demand a more careful memory layout to improve
caching behavior and maximize performance. We adopt a probabilistic model of decision
tree inference to find the best memory layout for each tree at the application
layer. Further, we present an efficient heuristic to take architecture-dependent
information into account thereby optimizing the given ensemble for a target computer
architecture. Our code-generation framework, which is freely available on an open-source
repository, produces optimized code sessions while preserving the structure and
accuracy of the trees. With several real-world data sets, we evaluate the elapsed
time of various tree realizations on server hardware as well as embedded systems
for Intel and ARM processors. Our optimized memory layout achieves a reduction
in execution time up to 75 % execution for server-class systems, and up to 70
% for embedded systems, respectively.
author:
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Chiahui
full_name: Su, Chiahui
last_name: Su
- first_name: Christian
full_name: Hakert, Christian
last_name: Hakert
- first_name: Sebastian
full_name: Buschjäger, Sebastian
last_name: Buschjäger
- first_name: Chao-Lin
full_name: Lee, Chao-Lin
last_name: Lee
- first_name: Jenq-Kuen
full_name: Lee, Jenq-Kuen
last_name: Lee
- first_name: Katharina
full_name: Morik, Katharina
last_name: Morik
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: Chen K-H, Su C, Hakert C, et al. Efficient Realization of Decision Trees for
Real-Time Inference. ACM Transactions on Embedded Computing Systems. 2022;21(6):1-26.
doi:10.1145/3508019
apa: Chen, K.-H., Su, C., Hakert, C., Buschjäger, S., Lee, C.-L., Lee, J.-K., Morik,
K., & Chen, J.-J. (2022). Efficient Realization of Decision Trees for Real-Time
Inference. ACM Transactions on Embedded Computing Systems, 21(6),
1–26. https://doi.org/10.1145/3508019
bibtex: '@article{Chen_Su_Hakert_Buschjäger_Lee_Lee_Morik_Chen_2022, title={Efficient
Realization of Decision Trees for Real-Time Inference}, volume={21}, DOI={10.1145/3508019},
number={6}, journal={ACM Transactions on Embedded Computing Systems}, publisher={Association
for Computing Machinery (ACM)}, author={Chen, Kuan-Hsun and Su, Chiahui and Hakert,
Christian and Buschjäger, Sebastian and Lee, Chao-Lin and Lee, Jenq-Kuen and Morik,
Katharina and Chen, Jian-Jia}, year={2022}, pages={1–26} }'
chicago: 'Chen, Kuan-Hsun, Chiahui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin
Lee, Jenq-Kuen Lee, Katharina Morik, and Jian-Jia Chen. “Efficient Realization
of Decision Trees for Real-Time Inference.” ACM Transactions on Embedded Computing
Systems 21, no. 6 (2022): 1–26. https://doi.org/10.1145/3508019.'
ieee: 'K.-H. Chen et al., “Efficient Realization of Decision Trees for Real-Time
Inference,” ACM Transactions on Embedded Computing Systems, vol. 21, no.
6, pp. 1–26, 2022, doi: 10.1145/3508019.'
mla: Chen, Kuan-Hsun, et al. “Efficient Realization of Decision Trees for Real-Time
Inference.” ACM Transactions on Embedded Computing Systems, vol. 21, no.
6, Association for Computing Machinery (ACM), 2022, pp. 1–26, doi:10.1145/3508019.
short: K.-H. Chen, C. Su, C. Hakert, S. Buschjäger, C.-L. Lee, J.-K. Lee, K. Morik,
J.-J. Chen, ACM Transactions on Embedded Computing Systems 21 (2022) 1–26.
date_created: 2026-07-03T21:18:32Z
date_updated: 2026-07-05T14:45:55Z
doi: 10.1145/3508019
intvolume: ' 21'
issue: '6'
language:
- iso: eng
page: 1-26
publication: ACM Transactions on Embedded Computing Systems
publication_identifier:
issn:
- 1539-9087
- 1558-3465
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: Efficient Realization of Decision Trees for Real-Time Inference
type: journal_article
user_id: '128464'
volume: 21
year: '2022'
...
---
_id: '66202'
abstract:
- lang: eng
text: |-
In-memory wear-leveling has become an important research field for emerging non-volatile main memories over the past years. Many approaches in the literature perform wear-leveling by making use of special hardware. Since most non-volatile memories only wear out from write accesses, the proposed approaches in the literature also usually try to spread write accesses widely over the entire memory space. Some non-volatile memories, however, also wear out from read accesses, because every read causes a consecutive write access. Software-based solutions only operate from the application or kernel level, where read and write accesses are realized with different instructions and semantics. Therefore different mechanisms are required to handle reads and writes on the software level. First, we design a method to approximate read and write accesses to the memory to allow aging aware coarse-grained wear-leveling in the absence of special hardware, providing the age information. Second, we provide specific solutions to resolve
access hot-spots
within the compiled program code (text segment) and on the application stack. In our evaluation, we estimate the cell age by counting the total amount of accesses per cell. The results show that employing all our methods improves the memory lifetime by up to a factor of 955×.
author:
- first_name: Christian
full_name: Hakert, Christian
last_name: Hakert
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Horst
full_name: Schirmeier, Horst
last_name: Schirmeier
- first_name: Lars
full_name: Bauer, Lars
last_name: Bauer
- first_name: Paul R.
full_name: Genssler, Paul R.
last_name: Genssler
- first_name: Georg
full_name: von der Brüggen, Georg
last_name: von der Brüggen
- first_name: Hussam
full_name: Amrouch, Hussam
last_name: Amrouch
- first_name: Jörg
full_name: Henkel, Jörg
last_name: Henkel
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: Hakert C, Chen K-H, Schirmeier H, et al. Software-Managed Read and Write Wear-Leveling
for Non-Volatile Main Memory. ACM Transactions on Embedded Computing Systems.
2022;21(1):1-24. doi:10.1145/3483839
apa: Hakert, C., Chen, K.-H., Schirmeier, H., Bauer, L., Genssler, P. R., von der
Brüggen, G., Amrouch, H., Henkel, J., & Chen, J.-J. (2022). Software-Managed
Read and Write Wear-Leveling for Non-Volatile Main Memory. ACM Transactions
on Embedded Computing Systems, 21(1), 1–24. https://doi.org/10.1145/3483839
bibtex: '@article{Hakert_Chen_Schirmeier_Bauer_Genssler_von der Brüggen_Amrouch_Henkel_Chen_2022,
title={Software-Managed Read and Write Wear-Leveling for Non-Volatile Main Memory},
volume={21}, DOI={10.1145/3483839},
number={1}, journal={ACM Transactions on Embedded Computing Systems}, publisher={Association
for Computing Machinery (ACM)}, author={Hakert, Christian and Chen, Kuan-Hsun
and Schirmeier, Horst and Bauer, Lars and Genssler, Paul R. and von der Brüggen,
Georg and Amrouch, Hussam and Henkel, Jörg and Chen, Jian-Jia}, year={2022}, pages={1–24}
}'
chicago: 'Hakert, Christian, Kuan-Hsun Chen, Horst Schirmeier, Lars Bauer, Paul
R. Genssler, Georg von der Brüggen, Hussam Amrouch, Jörg Henkel, and Jian-Jia
Chen. “Software-Managed Read and Write Wear-Leveling for Non-Volatile Main Memory.”
ACM Transactions on Embedded Computing Systems 21, no. 1 (2022): 1–24.
https://doi.org/10.1145/3483839.'
ieee: 'C. Hakert et al., “Software-Managed Read and Write Wear-Leveling for
Non-Volatile Main Memory,” ACM Transactions on Embedded Computing Systems,
vol. 21, no. 1, pp. 1–24, 2022, doi: 10.1145/3483839.'
mla: Hakert, Christian, et al. “Software-Managed Read and Write Wear-Leveling for
Non-Volatile Main Memory.” ACM Transactions on Embedded Computing Systems,
vol. 21, no. 1, Association for Computing Machinery (ACM), 2022, pp. 1–24, doi:10.1145/3483839.
short: C. Hakert, K.-H. Chen, H. Schirmeier, L. Bauer, P.R. Genssler, G. von der
Brüggen, H. Amrouch, J. Henkel, J.-J. Chen, ACM Transactions on Embedded Computing
Systems 21 (2022) 1–24.
date_created: 2026-07-03T21:17:30Z
date_updated: 2026-07-05T14:45:36Z
doi: 10.1145/3483839
intvolume: ' 21'
issue: '1'
language:
- iso: eng
page: 1-24
publication: ACM Transactions on Embedded Computing Systems
publication_identifier:
issn:
- 1539-9087
- 1558-3465
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: Software-Managed Read and Write Wear-Leveling for Non-Volatile Main Memory
type: journal_article
user_id: '128464'
volume: 21
year: '2022'
...
---
_id: '66210'
author:
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Mario
full_name: Gunzel, Mario
last_name: Gunzel
- first_name: Georg
full_name: von der Bruggen, Georg
last_name: von der Bruggen
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: 'Chen K-H, Gunzel M, von der Bruggen G, Chen J-J. Critical Instant for Probabilistic
Timing Guarantees: Refuted and Revisited. In: 2022 IEEE Real-Time Systems Symposium
(RTSS). IEEE; 2022. doi:10.1109/rtss55097.2022.00022'
apa: 'Chen, K.-H., Gunzel, M., von der Bruggen, G., & Chen, J.-J. (2022). Critical
Instant for Probabilistic Timing Guarantees: Refuted and Revisited. 2022 IEEE
Real-Time Systems Symposium (RTSS). https://doi.org/10.1109/rtss55097.2022.00022'
bibtex: '@inproceedings{Chen_Gunzel_von der Bruggen_Chen_2022, title={Critical Instant
for Probabilistic Timing Guarantees: Refuted and Revisited}, DOI={10.1109/rtss55097.2022.00022},
booktitle={2022 IEEE Real-Time Systems Symposium (RTSS)}, publisher={IEEE}, author={Chen,
Kuan-Hsun and Gunzel, Mario and von der Bruggen, Georg and Chen, Jian-Jia}, year={2022}
}'
chicago: 'Chen, Kuan-Hsun, Mario Gunzel, Georg von der Bruggen, and Jian-Jia Chen.
“Critical Instant for Probabilistic Timing Guarantees: Refuted and Revisited.”
In 2022 IEEE Real-Time Systems Symposium (RTSS). IEEE, 2022. https://doi.org/10.1109/rtss55097.2022.00022.'
ieee: 'K.-H. Chen, M. Gunzel, G. von der Bruggen, and J.-J. Chen, “Critical Instant
for Probabilistic Timing Guarantees: Refuted and Revisited,” 2022, doi: 10.1109/rtss55097.2022.00022.'
mla: 'Chen, Kuan-Hsun, et al. “Critical Instant for Probabilistic Timing Guarantees:
Refuted and Revisited.” 2022 IEEE Real-Time Systems Symposium (RTSS), IEEE,
2022, doi:10.1109/rtss55097.2022.00022.'
short: 'K.-H. Chen, M. Gunzel, G. von der Bruggen, J.-J. Chen, in: 2022 IEEE Real-Time
Systems Symposium (RTSS), IEEE, 2022.'
date_created: 2026-07-03T21:18:40Z
date_updated: 2026-07-05T14:45:57Z
doi: 10.1109/rtss55097.2022.00022
publication: 2022 IEEE Real-Time Systems Symposium (RTSS)
publication_status: published
publisher: IEEE
status: public
title: 'Critical Instant for Probabilistic Timing Guarantees: Refuted and Revisited'
type: conference
user_id: '128464'
year: '2022'
...
---
_id: '66213'
author:
- first_name: Helena
full_name: Kotthaus, Helena
last_name: Kotthaus
- first_name: Peter
full_name: Marwedel, Peter
last_name: Marwedel
- first_name: Mikail
full_name: Yayla, Mikail
last_name: Yayla
- first_name: Sebastian
full_name: Buschjäger, Sebastian
last_name: Buschjäger
- first_name: Hussam
full_name: Amrouch, Hussam
last_name: Amrouch
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
citation:
ama: 'Kotthaus H, Marwedel P, Yayla M, Buschjäger S, Amrouch H, Chen K-H. 7 Memory
Awareness. In: Fundamentals. De Gruyter; 2022. doi:10.1515/9783110785944-007'
apa: Kotthaus, H., Marwedel, P., Yayla, M., Buschjäger, S., Amrouch, H., & Chen,
K.-H. (2022). 7 Memory Awareness. In Fundamentals. De Gruyter. https://doi.org/10.1515/9783110785944-007
bibtex: '@inbook{Kotthaus_Marwedel_Yayla_Buschjäger_Amrouch_Chen_2022, title={7
Memory Awareness}, DOI={10.1515/9783110785944-007},
booktitle={Fundamentals}, publisher={De Gruyter}, author={Kotthaus, Helena and
Marwedel, Peter and Yayla, Mikail and Buschjäger, Sebastian and Amrouch, Hussam
and Chen, Kuan-Hsun}, year={2022} }'
chicago: Kotthaus, Helena, Peter Marwedel, Mikail Yayla, Sebastian Buschjäger, Hussam
Amrouch, and Kuan-Hsun Chen. “7 Memory Awareness.” In Fundamentals. De
Gruyter, 2022. https://doi.org/10.1515/9783110785944-007.
ieee: H. Kotthaus, P. Marwedel, M. Yayla, S. Buschjäger, H. Amrouch, and K.-H. Chen,
“7 Memory Awareness,” in Fundamentals, De Gruyter, 2022.
mla: Kotthaus, Helena, et al. “7 Memory Awareness.” Fundamentals, De Gruyter,
2022, doi:10.1515/9783110785944-007.
short: 'H. Kotthaus, P. Marwedel, M. Yayla, S. Buschjäger, H. Amrouch, K.-H. Chen,
in: Fundamentals, De Gruyter, 2022.'
date_created: 2026-07-03T21:19:24Z
date_updated: 2026-07-05T14:45:52Z
doi: 10.1515/9783110785944-007
publication: Fundamentals
publication_identifier:
isbn:
- '9783110785944'
publication_status: published
publisher: De Gruyter
status: public
title: 7 Memory Awareness
type: book_chapter
user_id: '128464'
year: '2022'
...
---
_id: '66211'
author:
- first_name: Mario
full_name: Gunzel, Mario
last_name: Gunzel
- first_name: Georg
full_name: von der Bruggen, Georg
last_name: von der Bruggen
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: 'Gunzel M, von der Bruggen G, Chen K-H, Chen J-J. EDF-Like Scheduling for Self-Suspending
Real-Time Tasks. In: 2022 IEEE Real-Time Systems Symposium (RTSS). IEEE;
2022. doi:10.1109/rtss55097.2022.00024'
apa: Gunzel, M., von der Bruggen, G., Chen, K.-H., & Chen, J.-J. (2022). EDF-Like
Scheduling for Self-Suspending Real-Time Tasks. 2022 IEEE Real-Time Systems
Symposium (RTSS). https://doi.org/10.1109/rtss55097.2022.00024
bibtex: '@inproceedings{Gunzel_von der Bruggen_Chen_Chen_2022, title={EDF-Like Scheduling
for Self-Suspending Real-Time Tasks}, DOI={10.1109/rtss55097.2022.00024},
booktitle={2022 IEEE Real-Time Systems Symposium (RTSS)}, publisher={IEEE}, author={Gunzel,
Mario and von der Bruggen, Georg and Chen, Kuan-Hsun and Chen, Jian-Jia}, year={2022}
}'
chicago: Gunzel, Mario, Georg von der Bruggen, Kuan-Hsun Chen, and Jian-Jia Chen.
“EDF-Like Scheduling for Self-Suspending Real-Time Tasks.” In 2022 IEEE Real-Time
Systems Symposium (RTSS). IEEE, 2022. https://doi.org/10.1109/rtss55097.2022.00024.
ieee: 'M. Gunzel, G. von der Bruggen, K.-H. Chen, and J.-J. Chen, “EDF-Like Scheduling
for Self-Suspending Real-Time Tasks,” 2022, doi: 10.1109/rtss55097.2022.00024.'
mla: Gunzel, Mario, et al. “EDF-Like Scheduling for Self-Suspending Real-Time Tasks.”
2022 IEEE Real-Time Systems Symposium (RTSS), IEEE, 2022, doi:10.1109/rtss55097.2022.00024.
short: 'M. Gunzel, G. von der Bruggen, K.-H. Chen, J.-J. Chen, in: 2022 IEEE Real-Time
Systems Symposium (RTSS), IEEE, 2022.'
date_created: 2026-07-03T21:18:53Z
date_updated: 2026-07-05T14:46:00Z
doi: 10.1109/rtss55097.2022.00024
publication: 2022 IEEE Real-Time Systems Symposium (RTSS)
publication_status: published
publisher: IEEE
status: public
title: EDF-Like Scheduling for Self-Suspending Real-Time Tasks
type: conference
user_id: '128464'
year: '2022'
...
---
_id: '66180'
author:
- first_name: Christian
full_name: Hakert, Christian
last_name: Hakert
- first_name: Asif Ali
full_name: Khan, Asif Ali
last_name: Khan
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Fazal
full_name: Hameed, Fazal
last_name: Hameed
- first_name: Jeronimo
full_name: Castrillon, Jeronimo
last_name: Castrillon
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
citation:
ama: 'Hakert C, Khan AA, Chen K-H, Hameed F, Castrillon J, Chen J-J. ROLLED: <u>R</u>acetrack
Memory <u>O</u>ptimized <u>L</u>inear <u>L</u>ayout
and <u>E</u>fficient <u>D</u>ecomposition of Decision
Trees. IEEE Transactions on Computers. 2022;72(5):1488-1502. doi:10.1109/tc.2022.3197094'
apa: 'Hakert, C., Khan, A. A., Chen, K.-H., Hameed, F., Castrillon, J., & Chen,
J.-J. (2022). ROLLED: <u>R</u>acetrack Memory <u>O</u>ptimized
<u>L</u>inear <u>L</u>ayout and <u>E</u>fficient
<u>D</u>ecomposition of Decision Trees. IEEE Transactions on
Computers, 72(5), 1488–1502. https://doi.org/10.1109/tc.2022.3197094'
bibtex: '@article{Hakert_Khan_Chen_Hameed_Castrillon_Chen_2022, title={ROLLED: <u>R</u>acetrack
Memory <u>O</u>ptimized <u>L</u>inear <u>L</u>ayout
and <u>E</u>fficient <u>D</u>ecomposition of Decision
Trees}, volume={72}, DOI={10.1109/tc.2022.3197094},
number={5}, journal={IEEE Transactions on Computers}, publisher={Institute of
Electrical and Electronics Engineers (IEEE)}, author={Hakert, Christian and Khan,
Asif Ali and Chen, Kuan-Hsun and Hameed, Fazal and Castrillon, Jeronimo and Chen,
Jian-Jia}, year={2022}, pages={1488–1502} }'
chicago: 'Hakert, Christian, Asif Ali Khan, Kuan-Hsun Chen, Fazal Hameed, Jeronimo
Castrillon, and Jian-Jia Chen. “ROLLED: <u>R</U>acetrack Memory
<u>O</U>ptimized <u>L</U>inear <u>L</U>ayout
and <u>E</U>fficient <u>D</U>ecomposition of Decision
Trees.” IEEE Transactions on Computers 72, no. 5 (2022): 1488–1502. https://doi.org/10.1109/tc.2022.3197094.'
ieee: 'C. Hakert, A. A. Khan, K.-H. Chen, F. Hameed, J. Castrillon, and J.-J. Chen,
“ROLLED: <u>R</u>acetrack Memory <u>O</u>ptimized
<u>L</u>inear <u>L</u>ayout and <u>E</u>fficient
<u>D</u>ecomposition of Decision Trees,” IEEE Transactions
on Computers, vol. 72, no. 5, pp. 1488–1502, 2022, doi: 10.1109/tc.2022.3197094.'
mla: 'Hakert, Christian, et al. “ROLLED: <u>R</U>acetrack Memory
<u>O</U>ptimized <u>L</U>inear <u>L</U>ayout
and <u>E</U>fficient <u>D</U>ecomposition of Decision
Trees.” IEEE Transactions on Computers, vol. 72, no. 5, Institute of Electrical
and Electronics Engineers (IEEE), 2022, pp. 1488–502, doi:10.1109/tc.2022.3197094.'
short: C. Hakert, A.A. Khan, K.-H. Chen, F. Hameed, J. Castrillon, J.-J. Chen, IEEE
Transactions on Computers 72 (2022) 1488–1502.
date_created: 2026-07-03T21:13:39Z
date_updated: 2026-07-05T14:46:40Z
doi: 10.1109/tc.2022.3197094
intvolume: ' 72'
issue: '5'
page: 1488-1502
publication: IEEE Transactions on Computers
publication_identifier:
issn:
- 0018-9340
- 1557-9956
- 2326-3814
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: 'ROLLED: Racetrack Memory Optimized Linear Layout
and Efficient Decomposition of Decision Trees'
type: journal_article
user_id: '128464'
volume: 72
year: '2022'
...
---
_id: '66181'
author:
- first_name: Nils
full_name: Hölscher, Nils
last_name: Hölscher
- first_name: Christian
full_name: Hakert, Christian
last_name: Hakert
- first_name: Hassan
full_name: Nassar, Hassan
last_name: Nassar
- first_name: Kuan-Hsun
full_name: Chen, Kuan-Hsun
last_name: Chen
- first_name: Lars
full_name: Bauer, Lars
last_name: Bauer
- first_name: Jian-Jia
full_name: Chen, Jian-Jia
last_name: Chen
- first_name: Jörg
full_name: Henkel, Jörg
last_name: Henkel
citation:
ama: 'Hölscher N, Hakert C, Nassar H, et al. Memory Carousel: LLVM-Based Bitwise
Wear Leveling for Nonvolatile Main Memory. IEEE Transactions on Computer-Aided
Design of Integrated Circuits and Systems. 2022;42(8):2527-2539. doi:10.1109/tcad.2022.3228897'
apa: 'Hölscher, N., Hakert, C., Nassar, H., Chen, K.-H., Bauer, L., Chen, J.-J.,
& Henkel, J. (2022). Memory Carousel: LLVM-Based Bitwise Wear Leveling for
Nonvolatile Main Memory. IEEE Transactions on Computer-Aided Design of Integrated
Circuits and Systems, 42(8), 2527–2539. https://doi.org/10.1109/tcad.2022.3228897'
bibtex: '@article{Hölscher_Hakert_Nassar_Chen_Bauer_Chen_Henkel_2022, title={Memory
Carousel: LLVM-Based Bitwise Wear Leveling for Nonvolatile Main Memory}, volume={42},
DOI={10.1109/tcad.2022.3228897},
number={8}, journal={IEEE Transactions on Computer-Aided Design of Integrated
Circuits and Systems}, publisher={Institute of Electrical and Electronics Engineers
(IEEE)}, author={Hölscher, Nils and Hakert, Christian and Nassar, Hassan and Chen,
Kuan-Hsun and Bauer, Lars and Chen, Jian-Jia and Henkel, Jörg}, year={2022}, pages={2527–2539}
}'
chicago: 'Hölscher, Nils, Christian Hakert, Hassan Nassar, Kuan-Hsun Chen, Lars
Bauer, Jian-Jia Chen, and Jörg Henkel. “Memory Carousel: LLVM-Based Bitwise Wear
Leveling for Nonvolatile Main Memory.” IEEE Transactions on Computer-Aided
Design of Integrated Circuits and Systems 42, no. 8 (2022): 2527–39. https://doi.org/10.1109/tcad.2022.3228897.'
ieee: 'N. Hölscher et al., “Memory Carousel: LLVM-Based Bitwise Wear Leveling
for Nonvolatile Main Memory,” IEEE Transactions on Computer-Aided Design of
Integrated Circuits and Systems, vol. 42, no. 8, pp. 2527–2539, 2022, doi:
10.1109/tcad.2022.3228897.'
mla: 'Hölscher, Nils, et al. “Memory Carousel: LLVM-Based Bitwise Wear Leveling
for Nonvolatile Main Memory.” IEEE Transactions on Computer-Aided Design of
Integrated Circuits and Systems, vol. 42, no. 8, Institute of Electrical and
Electronics Engineers (IEEE), 2022, pp. 2527–39, doi:10.1109/tcad.2022.3228897.'
short: N. Hölscher, C. Hakert, H. Nassar, K.-H. Chen, L. Bauer, J.-J. Chen, J. Henkel,
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
42 (2022) 2527–2539.
date_created: 2026-07-03T21:13:49Z
date_updated: 2026-07-05T14:46:44Z
doi: 10.1109/tcad.2022.3228897
intvolume: ' 42'
issue: '8'
page: 2527-2539
publication: IEEE Transactions on Computer-Aided Design of Integrated Circuits and
Systems
publication_identifier:
issn:
- 0278-0070
- 1937-4151
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: 'Memory Carousel: LLVM-Based Bitwise Wear Leveling for Nonvolatile Main Memory'
type: journal_article
user_id: '128464'
volume: 42
year: '2022'
...
---
_id: '66283'
author:
- first_name: Birgitt
full_name: Riegraf, Birgitt
id: '22563'
last_name: Riegraf
- first_name: Lena
full_name: Weber, Lena
id: '26084'
last_name: Weber
orcid: https://orcid.org/0000-0002-0915-7544
citation:
ama: 'Riegraf B, Weber L. Care und Care-Arbeit: Themen und Policies im Spiegel alter
und neuer Entwicklungen. Bürger & Staat - Care-Arbeit Pflege auf dem Prüfstand.
2022;3:86-91.'
apa: 'Riegraf, B., & Weber, L. (2022). Care und Care-Arbeit: Themen und Policies
im Spiegel alter und neuer Entwicklungen. Bürger & Staat - Care-Arbeit.
Pflege auf dem Prüfstand, 3, 86–91.'
bibtex: '@article{Riegraf_Weber_2022, title={Care und Care-Arbeit: Themen und Policies
im Spiegel alter und neuer Entwicklungen.}, volume={3}, journal={Bürger &
Staat - Care-Arbeit. Pflege auf dem Prüfstand}, publisher={Landeszentrale für
Politische Bildung Baden-Württemberg}, author={Riegraf, Birgitt and Weber, Lena},
year={2022}, pages={86–91} }'
chicago: 'Riegraf, Birgitt, and Lena Weber. “Care und Care-Arbeit: Themen und Policies
im Spiegel alter und neuer Entwicklungen.” Bürger & Staat - Care-Arbeit.
Pflege auf dem Prüfstand 3 (2022): 86–91.'
ieee: 'B. Riegraf and L. Weber, “Care und Care-Arbeit: Themen und Policies im Spiegel
alter und neuer Entwicklungen.,” Bürger & Staat - Care-Arbeit. Pflege auf
dem Prüfstand, vol. 3, pp. 86–91, 2022.'
mla: 'Riegraf, Birgitt, and Lena Weber. “Care und Care-Arbeit: Themen und Policies
im Spiegel alter und neuer Entwicklungen.” Bürger & Staat - Care-Arbeit.
Pflege auf dem Prüfstand, vol. 3, Landeszentrale für Politische Bildung Baden-Württemberg,
2022, pp. 86–91.'
short: B. Riegraf, L. Weber, Bürger & Staat - Care-Arbeit. Pflege auf dem Prüfstand
3 (2022) 86–91.
date_created: 2026-07-06T11:49:28Z
date_updated: 2026-07-06T11:49:41Z
intvolume: ' 3'
language:
- iso: ger
main_file_link:
- url: https://www.lpb-bw.de/publikation-anzeige/bs-2022-3-care-arbeit-3628
page: 86-91
publication: Bürger & Staat - Care-Arbeit. Pflege auf dem Prüfstand
publisher: Landeszentrale für Politische Bildung Baden-Württemberg
status: public
title: 'Care und Care-Arbeit: Themen und Policies im Spiegel alter und neuer Entwicklungen.'
type: journal_article
user_id: '22563'
volume: 3
year: '2022'
...
---
_id: '48429'
abstract:
- lang: eng
text: Since her debut on Instagram in 2016, Lil Miquela has amassed over 3 million
followers. She was the first of many virtual influencers; avatars with a hyper-realistic
humanoid appearance who operate on social media. This article investigates how
the fashioning of virtual influencers informs the relationship between virtual
and human bodies. A visual and textual analysis of virtual influencers on Instagram
has revealed that they are emblematic of a coalescence between the virtual and
the actual. Virtual influencers often evoke discussions about human nature because
their cyberpunk narratives and uncanny appearance position them as autonomous
posthuman subjects. Virtual influencers are positioned as Bodies without Organs,
as their bodies can be manipulated into any form. Yet, they adhere to normative
ideals of youth, slimness and beauty, encouraging their audiences to follow suit.
Their fashion reflects the streetwear aesthetic but is often designed by luxury
brands. This strategy positions virtual influencers as authentic, while generating
visibility within the attention economy. Further, the Deleuzian concept of the
fold serves as a metaphor to understand fashion as an interface between surface
and depth. It is fashion in its folded form that hominizes virtual influencers,
although they are merely a fashionable surface.
article_type: original
author:
- first_name: Charlotte
full_name: Brachtendorf, Charlotte
id: '95414'
last_name: Brachtendorf
orcid: 0000-0001-5739-933X
citation:
ama: 'Brachtendorf C. Lil Miquela in the Folds of Fashion: (Ad-)Dressing Virtual
Influencers. Fashion, Style & Popular Culture. 2022;9(4):483-499. doi:10.1386/fspc_00157_1'
apa: 'Brachtendorf, C. (2022). Lil Miquela in the Folds of Fashion: (Ad-)Dressing
Virtual Influencers. Fashion, Style & Popular Culture, 9(4),
483–499. https://doi.org/10.1386/fspc_00157_1'
bibtex: '@article{Brachtendorf_2022, title={Lil Miquela in the Folds of Fashion:
(Ad-)Dressing Virtual Influencers}, volume={9}, DOI={10.1386/fspc_00157_1},
number={4}, journal={Fashion, Style & Popular Culture}, author={Brachtendorf,
Charlotte}, year={2022}, pages={483–499} }'
chicago: 'Brachtendorf, Charlotte. “Lil Miquela in the Folds of Fashion: (Ad-)Dressing
Virtual Influencers.” Fashion, Style & Popular Culture 9, no. 4 (2022):
483–99. https://doi.org/10.1386/fspc_00157_1.'
ieee: 'C. Brachtendorf, “Lil Miquela in the Folds of Fashion: (Ad-)Dressing Virtual
Influencers,” Fashion, Style & Popular Culture, vol. 9, no. 4, pp.
483–499, 2022, doi: 10.1386/fspc_00157_1.'
mla: 'Brachtendorf, Charlotte. “Lil Miquela in the Folds of Fashion: (Ad-)Dressing
Virtual Influencers.” Fashion, Style & Popular Culture, vol. 9, no.
4, 2022, pp. 483–99, doi:10.1386/fspc_00157_1.'
short: C. Brachtendorf, Fashion, Style & Popular Culture 9 (2022) 483–499.
date_created: 2023-10-24T13:15:19Z
date_updated: 2026-07-07T19:48:31Z
department:
- _id: '434'
doi: 10.1386/fspc_00157_1
extern: '1'
intvolume: ' 9'
issue: '4'
keyword:
- authenticity
- body-without-organs
- Deleuze
- digital avatars
- fashionable ideal
- hominization
- Instagram
language:
- iso: eng
page: 483-499
publication: Fashion, Style & Popular Culture
publication_identifier:
eissn:
- 2050-0734
publication_status: published
quality_controlled: '1'
status: public
title: 'Lil Miquela in the Folds of Fashion: (Ad-)Dressing Virtual Influencers'
type: journal_article
user_id: '95414'
volume: 9
year: '2022'
...
---
_id: '66313'
abstract:
- lang: eng
text: Using the notion of a root datum of a reductive group $G$ we propose a tropical
analogue of a principal $G$-bundle on a metric graph. We focus on the case $G=\mathrm{GL}_n$,
i.e. the case of vector bundles. Here we give a characterization of vector bundles
in terms of multidivisors and use this description to prove analogues of the Weil--Riemann--Roch
theorem and the Narasimhan--Seshadri correspondence. We proceed by studying the
process of tropicalization. In particular, we show that the non-Archimedean skeleton
of the moduli space of semistable vector bundles on a Tate curve is isomorphic
to a certain component of the moduli space of semistable tropical vector bundles
on its dual metric graph.
author:
- first_name: Andreas
full_name: Gross, Andreas
last_name: Gross
- first_name: Martin
full_name: Ulirsch, Martin
last_name: Ulirsch
- first_name: Dmitry
full_name: Zakharov, Dmitry
last_name: Zakharov
citation:
ama: 'Gross A, Ulirsch M, Zakharov D. Principal bundles on metric graphs: the $\mathrm{GL}_n$
case. arXiv:220610219. Published online 2022.'
apa: 'Gross, A., Ulirsch, M., & Zakharov, D. (2022). Principal bundles on metric
graphs: the $\mathrm{GL}_n$ case. In arXiv:2206.10219.'
bibtex: '@article{Gross_Ulirsch_Zakharov_2022, title={Principal bundles on metric
graphs: the $\mathrm{GL}_n$ case}, journal={arXiv:2206.10219}, author={Gross,
Andreas and Ulirsch, Martin and Zakharov, Dmitry}, year={2022} }'
chicago: 'Gross, Andreas, Martin Ulirsch, and Dmitry Zakharov. “Principal Bundles
on Metric Graphs: The $\mathrm{GL}_n$ Case.” ArXiv:2206.10219, 2022.'
ieee: 'A. Gross, M. Ulirsch, and D. Zakharov, “Principal bundles on metric graphs:
the $\mathrm{GL}_n$ case,” arXiv:2206.10219. 2022.'
mla: 'Gross, Andreas, et al. “Principal Bundles on Metric Graphs: The $\mathrm{GL}_n$
Case.” ArXiv:2206.10219, 2022.'
short: A. Gross, M. Ulirsch, D. Zakharov, ArXiv:2206.10219 (2022).
date_created: 2026-07-08T06:33:08Z
date_updated: 2026-07-08T06:37:46Z
external_id:
arxiv:
- '2206.10219'
language:
- iso: eng
publication: arXiv:2206.10219
status: public
title: 'Principal bundles on metric graphs: the $\mathrm{GL}_n$ case'
type: preprint
user_id: '82981'
year: '2022'
...
---
_id: '66316'
article_number: '108775'
author:
- first_name: Andreas
full_name: Gross, Andreas
last_name: Gross
- first_name: Martin
full_name: Ulirsch, Martin
id: '114697'
last_name: Ulirsch
- first_name: Dmitry
full_name: Zakharov, Dmitry
last_name: Zakharov
citation:
ama: 'Gross A, Ulirsch M, Zakharov D. Principal bundles on metric graphs: the $\mathrm{GL}_n$
case. Advances in Mathematics. 2022;411. doi:10.1016/j.aim.2022.108775'
apa: 'Gross, A., Ulirsch, M., & Zakharov, D. (2022). Principal bundles on metric
graphs: the $\mathrm{GL}_n$ case. Advances in Mathematics, 411,
Article 108775. https://doi.org/10.1016/j.aim.2022.108775'
bibtex: '@article{Gross_Ulirsch_Zakharov_2022, title={Principal bundles on metric
graphs: the $\mathrm{GL}_n$ case}, volume={411}, DOI={10.1016/j.aim.2022.108775},
number={108775}, journal={Advances in Mathematics}, publisher={Elsevier BV}, author={Gross,
Andreas and Ulirsch, Martin and Zakharov, Dmitry}, year={2022} }'
chicago: 'Gross, Andreas, Martin Ulirsch, and Dmitry Zakharov. “Principal Bundles
on Metric Graphs: The $\mathrm{GL}_n$ Case.” Advances in Mathematics 411
(2022). https://doi.org/10.1016/j.aim.2022.108775.'
ieee: 'A. Gross, M. Ulirsch, and D. Zakharov, “Principal bundles on metric graphs:
the $\mathrm{GL}_n$ case,” Advances in Mathematics, vol. 411, Art. no.
108775, 2022, doi: 10.1016/j.aim.2022.108775.'
mla: 'Gross, Andreas, et al. “Principal Bundles on Metric Graphs: The $\mathrm{GL}_n$
Case.” Advances in Mathematics, vol. 411, 108775, Elsevier BV, 2022, doi:10.1016/j.aim.2022.108775.'
short: A. Gross, M. Ulirsch, D. Zakharov, Advances in Mathematics 411 (2022).
date_created: 2026-07-08T06:42:43Z
date_updated: 2026-07-09T06:57:16Z
doi: 10.1016/j.aim.2022.108775
intvolume: ' 411'
language:
- iso: eng
publication: Advances in Mathematics
publication_identifier:
issn:
- 0001-8708
publication_status: published
publisher: Elsevier BV
status: public
title: 'Principal bundles on metric graphs: the $\mathrm{GL}_n$ case'
type: journal_article
user_id: '82981'
volume: 411
year: '2022'
...
---
_id: '58740'
abstract:
- lang: ger
text: Der Terminus Wissenstransfer hat in den letzten Jahren verstärkt an Bedeutung
gewonnen. Er bezieht sich auf die Zirkulation von Wissen zwischen Systemen, Organisationen
oder Parteien, etwa zwischen Hochschulen und Gesellschaft. Damit ist nicht ‚nur‘
der Transfer wissenschaftlicher Erkenntnisse in gesellschaftliche Kontexte gemeint,
sondern vielmehr - über den Erwerb und die Weitergabe von Wissen hinaus - der
Dialog und die Diskursbildung zwischen Wissenschaft und Gesellschaft. Der vorliegende
Band nimmt dabei entstehende Aufgaben, Herausforderungen und Chancen kulturwissenschaftlicher
Forschung in den Blick. Entgegen der Annahme, Projekte aus dem Feld der Kulturwissenschaften
würden im Bereich des Abstrakten verbleiben, präsentiert er Beispiele kulturwissenschaftlicher
Forschung, die Theorie und Praxis berücksichtigen sowie die Verzahnung von theoretischen
Erkenntnissen und ihr Mitwirken an gesellschaftlichen Diskursen verdeutlichen.
citation:
ama: Harmening A-L, Leinfellner S, Meier R, eds. Wissenstransfer. Aufgabe, Herausforderung
und Chance kulturwissenschaftlicher Forschung. Vol 1. Herder; 2022.
apa: Harmening, A.-L., Leinfellner, S., & Meier, R. (Eds.). (2022). Wissenstransfer.
Aufgabe, Herausforderung und Chance kulturwissenschaftlicher Forschung (Vol.
1). Herder.
bibtex: '@book{Harmening_Leinfellner_Meier_2022, place={Darmstadt}, series={Interdisziplinäre
Studien des Paderborner Graduiertenzentrums für Kulturwissenschaften}, title={Wissenstransfer.
Aufgabe, Herausforderung und Chance kulturwissenschaftlicher Forschung}, volume={1},
publisher={Herder}, year={2022}, collection={Interdisziplinäre Studien des Paderborner
Graduiertenzentrums für Kulturwissenschaften} }'
chicago: 'Harmening, Anda-Lisa, Stefanie Leinfellner, and Rebecca Meier, eds. Wissenstransfer.
Aufgabe, Herausforderung und Chance kulturwissenschaftlicher Forschung. Vol.
1. Interdisziplinäre Studien des Paderborner Graduiertenzentrums für Kulturwissenschaften.
Darmstadt: Herder, 2022.'
ieee: 'A.-L. Harmening, S. Leinfellner, and R. Meier, Eds., Wissenstransfer.
Aufgabe, Herausforderung und Chance kulturwissenschaftlicher Forschung, vol.
1. Darmstadt: Herder, 2022.'
mla: Harmening, Anda-Lisa, et al., editors. Wissenstransfer. Aufgabe, Herausforderung
und Chance kulturwissenschaftlicher Forschung. Herder, 2022.
short: A.-L. Harmening, S. Leinfellner, R. Meier, eds., Wissenstransfer. Aufgabe,
Herausforderung und Chance kulturwissenschaftlicher Forschung, Herder, Darmstadt,
2022.
date_created: 2025-02-20T14:55:47Z
date_updated: 2026-08-06T12:20:30Z
editor:
- first_name: Anda-Lisa
full_name: Harmening, Anda-Lisa
id: '48437'
last_name: Harmening
- first_name: Stefanie
full_name: Leinfellner, Stefanie
id: '15313'
last_name: Leinfellner
- first_name: Rebecca
full_name: Meier, Rebecca
id: '38887'
last_name: Meier
intvolume: ' 1'
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://ris.uni-paderborn.de/download/36253/36254/ARTK_ZOA_1029465_0001.pdf
oa: '1'
page: '352'
place: Darmstadt
publication_identifier:
isbn:
- 978-3-534-27585-4
publication_status: published
publisher: Herder
series_title: Interdisziplinäre Studien des Paderborner Graduiertenzentrums für Kulturwissenschaften
status: public
title: Wissenstransfer. Aufgabe, Herausforderung und Chance kulturwissenschaftlicher
Forschung
type: book_editor
user_id: '15313'
volume: 1
year: '2022'
...
---
_id: '39614'
author:
- first_name: Harry
full_name: Kullmann, Harry
id: '77972'
last_name: Kullmann
orcid: 0000-0001-5488-5105
- first_name: Eva-Luisa
full_name: Globisch, Eva-Luisa
last_name: Globisch
- first_name: Nicolas
full_name: Heister, Nicolas
last_name: Heister
citation:
ama: 'Kullmann H, Globisch E-L, Heister N. Hier wie dort? Ein Vergleich der Tätigkeits-
und Kooperationsprofile von Schulbegleitungen an inklusiven Gesamtschulen und
Förderschulen in Nordrhein-Westfalen. In: Serke B, Streese B, eds. Wege der
Kooperation im Kontext inklusiver Bildung. Julius Klinkhardt; 2022:130-146.
doi:doi.org/10.35468/5958'
apa: Kullmann, H., Globisch, E.-L., & Heister, N. (2022). Hier wie dort? Ein
Vergleich der Tätigkeits- und Kooperationsprofile von Schulbegleitungen an inklusiven
Gesamtschulen und Förderschulen in Nordrhein-Westfalen. In B. Serke & B. Streese
(Eds.), Wege der Kooperation im Kontext inklusiver Bildung (pp. 130–146).
Julius Klinkhardt. https://doi.org/doi.org/10.35468/5958
bibtex: '@inbook{Kullmann_Globisch_Heister_2022, place={Bad Heilbrunn}, title={Hier
wie dort? Ein Vergleich der Tätigkeits- und Kooperationsprofile von Schulbegleitungen
an inklusiven Gesamtschulen und Förderschulen in Nordrhein-Westfalen}, DOI={doi.org/10.35468/5958}, booktitle={Wege
der Kooperation im Kontext inklusiver Bildung}, publisher={Julius Klinkhardt},
author={Kullmann, Harry and Globisch, Eva-Luisa and Heister, Nicolas}, editor={Serke,
Björn and Streese, Bettina}, year={2022}, pages={130–146} }'
chicago: 'Kullmann, Harry, Eva-Luisa Globisch, and Nicolas Heister. “Hier wie dort?
Ein Vergleich der Tätigkeits- und Kooperationsprofile von Schulbegleitungen an
inklusiven Gesamtschulen und Förderschulen in Nordrhein-Westfalen.” In Wege
der Kooperation im Kontext inklusiver Bildung, edited by Björn Serke and Bettina
Streese, 130–46. Bad Heilbrunn: Julius Klinkhardt, 2022. https://doi.org/doi.org/10.35468/5958.'
ieee: 'H. Kullmann, E.-L. Globisch, and N. Heister, “Hier wie dort? Ein Vergleich
der Tätigkeits- und Kooperationsprofile von Schulbegleitungen an inklusiven Gesamtschulen
und Förderschulen in Nordrhein-Westfalen,” in Wege der Kooperation im Kontext
inklusiver Bildung, B. Serke and B. Streese, Eds. Bad Heilbrunn: Julius Klinkhardt,
2022, pp. 130–146.'
mla: Kullmann, Harry, et al. “Hier wie dort? Ein Vergleich der Tätigkeits- und Kooperationsprofile
von Schulbegleitungen an inklusiven Gesamtschulen und Förderschulen in Nordrhein-Westfalen.”
Wege der Kooperation im Kontext inklusiver Bildung, edited by Björn Serke
and Bettina Streese, Julius Klinkhardt, 2022, pp. 130–46, doi:doi.org/10.35468/5958.
short: 'H. Kullmann, E.-L. Globisch, N. Heister, in: B. Serke, B. Streese (Eds.),
Wege der Kooperation im Kontext inklusiver Bildung, Julius Klinkhardt, Bad Heilbrunn,
2022, pp. 130–146.'
date_created: 2023-01-24T14:18:15Z
date_updated: 2026-08-16T13:48:00Z
department:
- _id: '556'
doi: doi.org/10.35468/5958
editor:
- first_name: Björn
full_name: Serke, Björn
last_name: Serke
- first_name: Bettina
full_name: Streese, Bettina
last_name: Streese
jel:
- I24
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://www.pedocs.de/volltexte/2022/24881/pdf/Serke_Streese_2022_Wege_der_Kooperation.pdf
oa: '1'
page: 130 - 146
place: Bad Heilbrunn
publication: Wege der Kooperation im Kontext inklusiver Bildung
publication_identifier:
eisbn:
- 978-3-7815-5958-5
publication_status: published
publisher: Julius Klinkhardt
status: public
title: Hier wie dort? Ein Vergleich der Tätigkeits- und Kooperationsprofile von Schulbegleitungen
an inklusiven Gesamtschulen und Förderschulen in Nordrhein-Westfalen
type: book_chapter
user_id: '105186'
year: '2022'
...
---
_id: '58021'
author:
- first_name: A.
full_name: Bauer, A.
last_name: Bauer
- first_name: C. W.
full_name: Glück, C. W.
last_name: Glück
- first_name: K.
full_name: Jonas, K.
last_name: Jonas
- first_name: A.
full_name: Mayer, A.
last_name: Mayer
- first_name: S.
full_name: Sallat, S.
last_name: Sallat
- first_name: U.
full_name: Stitzinger, U.
last_name: Stitzinger
citation:
ama: Bauer A, Glück CW, Jonas K, Mayer A, Sallat S, Stitzinger U. Kernkompetenzen
für das Studium der Pädagogik im sonderpädagogischen Förderschwerpunkt Sprache
und Kommunikation. Praxis Sprache. Published online 2022.
apa: Bauer, A., Glück, C. W., Jonas, K., Mayer, A., Sallat, S., & Stitzinger,
U. (2022). Kernkompetenzen für das Studium der Pädagogik im sonderpädagogischen
Förderschwerpunkt Sprache und Kommunikation. Praxis Sprache.
bibtex: '@article{Bauer_Glück_Jonas_Mayer_Sallat_Stitzinger_2022, title={Kernkompetenzen
für das Studium der Pädagogik im sonderpädagogischen Förderschwerpunkt Sprache
und Kommunikation}, journal={Praxis Sprache}, author={Bauer, A. and Glück, C.
W. and Jonas, K. and Mayer, A. and Sallat, S. and Stitzinger, U.}, year={2022}
}'
chicago: Bauer, A., C. W. Glück, K. Jonas, A. Mayer, S. Sallat, and U. Stitzinger.
“Kernkompetenzen Für Das Studium Der Pädagogik Im Sonderpädagogischen Förderschwerpunkt
Sprache Und Kommunikation.” Praxis Sprache, 2022.
ieee: A. Bauer, C. W. Glück, K. Jonas, A. Mayer, S. Sallat, and U. Stitzinger, “Kernkompetenzen
für das Studium der Pädagogik im sonderpädagogischen Förderschwerpunkt Sprache
und Kommunikation,” Praxis Sprache, 2022.
mla: Bauer, A., et al. “Kernkompetenzen Für Das Studium Der Pädagogik Im Sonderpädagogischen
Förderschwerpunkt Sprache Und Kommunikation.” Praxis Sprache, 2022.
short: A. Bauer, C.W. Glück, K. Jonas, A. Mayer, S. Sallat, U. Stitzinger, Praxis
Sprache (2022).
date_created: 2025-01-06T12:11:51Z
date_updated: 2026-08-19T11:05:16Z
language:
- iso: eng
publication: Praxis Sprache
status: public
title: Kernkompetenzen für das Studium der Pädagogik im sonderpädagogischen Förderschwerpunkt
Sprache und Kommunikation
type: journal_article
user_id: '61071'
year: '2022'
...