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24 Publications


2022 | Conference Paper | LibreCat-ID: 32811
Age of Information Process under Strongly Mixing Communication -- Moment Bound, Mixing Rate and Strong Law
A. Redder, A. Ramaswamy, H. Karl, in: Proceedings of the 58th Allerton Conference on Communication, Control, and Computing, 2022.
LibreCat
 

2022 | Conference Paper | LibreCat-ID: 30793
Multi-agent Policy Gradient Algorithms for Cyber-physical Systems with Lossy Communication
A. Redder, A. Ramaswamy, H. Karl, in: Proceedings of the 14th International Conference on Agents and Artificial Intelligence, SCITEPRESS - Science and Technology Publications, 2022.
LibreCat | Files available | DOI
 

2022 | Preprint | LibreCat-ID: 30790 LibreCat | arXiv
 

2022 | Preprint | LibreCat-ID: 30791
Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms
A. Redder, A. Ramaswamy, H. Karl, ArXiv:2201.00570 (2022).
LibreCat | arXiv
 

2022 | Journal Article | LibreCat-ID: 32854
Practical Network Conditions for the Convergence of Distributed Optimization
A. Redder, A. Ramaswamy, H. Karl, IFAC-PapersOnLine 55 (2022) 133–138.
LibreCat | Files available
 

2021 | Journal Article | LibreCat-ID: 24142
Analyzing Approximate Value Iteration Algorithms
A. Ramaswamy, S. Bhatnagar, Mathematics of Operations Research (to Appear) (2021).
LibreCat
 

2021 | Journal Article | LibreCat-ID: 24143
Automated Detection of Side Channels in Cryptographic Protocols: DROWN the ROBOTs!
J.P. Drees, P. Gupta, E. Hüllermeier, T. Jager, A. Konze, C. Priesterjahn, A. Ramaswamy, J. Somorovsky, 14th ACM Workshop on Artificial Intelligence and Security (2021).
LibreCat
 

2021 | Journal Article | LibreCat-ID: 24148
Deep Q-Learning: Theoretical Insights from an Asymptotic Analysis
A. Ramaswamy, E. Hüllermeier, IEEE Transactions on Artificial Intelligence (to Appear) (2021).
LibreCat
 

2021 | Conference Paper | LibreCat-ID: 21478
Reinforcement Learning for Autonomous Vehicle Movements in Wireless Sensor Networks
H. Afifi, A. Ramaswamy, H. Karl, in: 2021 IEEE International Conference on Communications (ICC): IoT and Sensor Networks Symposium (IEEE ICC’21 - IoTSN Symposium), Montreal, Canada, 2021.
LibreCat
 

2021 | Conference Paper | LibreCat-ID: 21479
A Reinforcement Learning QoI/QoS-Aware Approach in Acoustic Sensor Networks
H. Afifi, A. Ramaswamy, H. Karl, in: 2021 IEEE 18th Annual Consumer Communications \& Networking Conference (CCNC) (CCNC 2021), 2021.
LibreCat
 

2021 | Journal Article | LibreCat-ID: 24140
Distributed optimization over time-varying networks with stochastic information delays
A. Ramaswamy, A. Redder, D.E. Quevedo, IEEE Transactions on Automatic Control (2021) 1–1.
LibreCat | DOI
 

2020 | Conference Paper | LibreCat-ID: 24145
DSPG: Decentralized Simultaneous Perturbations Gradient Descent Scheme
A. Ramaswamy, in: 2020 28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), 2020, pp. 54–62.
LibreCat
 

2020 | Conference Paper | LibreCat-ID: 24146
Constrained Multi-Agent Optimization with Unbounded Information Delay
S.H. Heid, A. Ramaswamy, E. Hüllermeier, in: Proceedings-30. Workshop Computational Intelligence: Berlin, 26.-27. November 2020, 2020, p. 247.
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2020 | Journal Article | LibreCat-ID: 24147
Asynchronous stochastic approximations with asymptotically biased errors and deep multi-agent learning
A. Ramaswamy, S. Bhatnagar, D.E. Quevedo, IEEE Transactions on Automatic Control (2020).
LibreCat
 

2019 | Conference Paper | LibreCat-ID: 24141
Multi-stage reinforcement learning for object detection
J. König, S. Malberg, M. Martens, S. Niehaus, A. Krohn-Grimberghe, A. Ramaswamy, in: Science and Information Conference, 2019, pp. 178–191.
LibreCat
 

2019 | Journal Article | LibreCat-ID: 15741
Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems
A.S. Leong, A. Ramaswamy, D.E. Quevedo, H. Karl, L. Shi, Automatica (2019).
LibreCat | Files available | DOI
 

2019 | Conference Paper | LibreCat-ID: 13443 | OA
Deep reinforcement learning for scheduling in large-scale networked control systems
A. Redder, A. Ramaswamy, D. Quevedo, in: Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, 2019.
LibreCat | Files available | Download (ext.)
 

2018 | Journal Article | LibreCat-ID: 24150
Stability of stochastic approximations with “controlled markov” noise and temporal difference learning
A. Ramaswamy, S. Bhatnagar, IEEE Transactions on Automatic Control 64 (2018) 2614–2620.
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2018 | Journal Article | LibreCat-ID: 24151
Deepcas: A deep reinforcement learning algorithm for control-aware scheduling
B. Demirel, A. Ramaswamy, D.E. Quevedo, H. Karl, IEEE Control Systems Letters 2 (2018) 737–742.
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2017 | Journal Article | LibreCat-ID: 24152
Analysis of gradient descent methods with nondiminishing bounded errors
A. Ramaswamy, S. Bhatnagar, IEEE Transactions on Automatic Control 63 (2017) 1465–1471.
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