Dominik Baumann

Orcid: 0000-0001-7340-2180

According to our database1, Dominik Baumann authored at least 34 papers between 2018 and 2024.

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Bibliography

2024
Safe Reinforcement Learning in Uncertain Contexts.
IEEE Trans. Robotics, 2024

2023
GoSafeOpt: Scalable safe exploration for global optimization of dynamical systems.
Artif. Intell., July, 2023

Non-ergodicity in reinforcement learning: robustness via ergodicity transformations.
CoRR, 2023

On the trade-off between event-based and periodic state estimation under bandwidth constraints.
CoRR, 2023

Toward Multi-Agent Reinforcement Learning for Distributed Event-Triggered Control.
Proceedings of the Learning for Dynamics and Control Conference, 2023

A Computationally Lightweight Safe Learning Algorithm.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022
Identifying Causal Structure in Dynamical Systems.
Trans. Mach. Learn. Res., 2022

Scaling beyond Bandwidth Limitations: Wireless Control with Stability Guarantees under Overload.
ACM Trans. Cyber Phys. Syst., 2022

Scalable Safe Exploration for Global Optimization of Dynamical Systems.
CoRR, 2022

Towards remote fault detection by analyzing communication priorities.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022

2021
Robot Learning With Crash Constraints.
IEEE Robotics Autom. Lett., 2021

Wireless Control for Smart Manufacturing: Recent Approaches and Open Challenges.
Proc. IEEE, 2021

Learning event-triggered control from data through joint optimization.
IFAC J. Syst. Control., 2021

Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning.
Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track, 2021

GoSafe: Globally Optimal Safe Robot Learning.
Proceedings of the IEEE International Conference on Robotics and Automation, 2021

2020
Fast Feedback Control over Multi-hop Wireless Networks with Mode Changes and Stability Guarantees.
ACM Trans. Cyber Phys. Syst., 2020

Control-Guided Communication: Efficient Resource Arbitration and Allocation in Multi-Hop Wireless Control Systems.
IEEE Control. Syst. Lett., 2020

Excursion Search for Constrained Bayesian Optimization under a Limited Budget of Failures.
CoRR, 2020

A Kernel Two-sample Test for Dynamical Systems.
CoRR, 2020

2019
Resource-Aware IoT Control: Saving Communication Through Predictive Triggering.
IEEE Internet Things J., 2019

Predictive Triggering for Distributed Control of Resource Constrained Multi-agent Systems.
CoRR, 2019

Classified Regression for Bayesian Optimization: Robot Learning with Unknown Penalties.
CoRR, 2019

Demo Abstract: Fast Feedback Control and Coordination with Mode Changes for Wireless Cyber-Physical Systems.
CoRR, 2019

Fast feedback control and coordination with mode changes for wireless cyber-physical systems: demo abstract.
Proceedings of the 18th International Conference on Information Processing in Sensor Networks, 2019

Feedback control goes wireless: guaranteed stability over low-power multi-hop networks.
Proceedings of the 10th ACM/IEEE International Conference on Cyber-Physical Systems, 2019

Event-triggered Pulse Control with Model Learning (if Necessary).
Proceedings of the 2019 American Control Conference, 2019

2018
Memristor-enhanced humanoid robot control system - Part II: Circuit theoretic model and performance analysis.
Int. J. Circuit Theory Appl., 2018

Memristor-enhanced humanoid robot control system - Part I: Theory behind the novel memcomputing paradigm.
Int. J. Circuit Theory Appl., 2018

Mem-adaptive computing - Part II: Circuit design.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2018

Mem-adaptive computing - Part I: Theory.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2018

Toward fast closed-loop control over multi-hop low-power wireless networks: poster abstract.
Proceedings of the 17th ACM/IEEE International Conference on Information Processing in Sensor Networks, 2018

Evaluating Low-Power Wireless Cyber-Physical Systems.
Proceedings of the Workshop on Benchmarking Cyber-Physical Networks and Systems, 2018

Deep Reinforcement Learning for Event-Triggered Control.
Proceedings of the 57th IEEE Conference on Decision and Control, 2018

Event-Triggered Learning for Resource-Efficient Networked Control.
Proceedings of the 2018 Annual American Control Conference, 2018


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