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Ilioudi, Athina;Sosnowski, Stefan;Banken, Elisabeth;Bevanda, Petar;Brüdigam, Jan;Buşoniu, Lucian;Chardard, Yves;Delea, Cosmin;De Schutter, Bart;Đuraš, Antun;Eikelder, Claudia Hertel-ten;Heshmati-Alamdari, Shahab;Maer, Vicu-Mihalis;Palunko, Ivana;Pozniak, Iva;Prkačin, Vicko;Tolić, Domagoj
The SeaClear system: An intelligent multi-robot solution for autonomous cleanup of marine debris on the seabed
Engineering Applications of Artificial Intelligence
2026
170
Apr
114094

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Kim, Jinwoo;Beier, Max;Bevanda, Petar;Kim, Nayun;Hong, Seunghoon
Sequence Modeling with Spectral Mean Flows
The Thirty-Ninth Annual Conference on Neural Information Processing Systems
2025

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Lederer, Armin;Noorani, Erfaun;Baras, John S.;Hirche, Sandra
Risk-Sensitive Safety Filters for Reinforcement Learning With Probabilistic Guarantees
IEEE Transactions on Automatic Control
2025
70
11
7414-7429

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Tzu-Yuan Huang, Armin Lederer, Nicolas Hoischen, Jan Brudigam, Xuehua Xiao, Stefan Sosnowski, Sandra Hirche
Toward Near-Globally Optimal Nonlinear Model Predictive Control via Diffusion Models
777-790
Proceedings of the 7th Annual Learning for Dynamics & Control Conference
University of Michigan
2025

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Xiaobing Dai, Zewen Yan; Mengtian Xu, Sihua Zhang, Fangzhou Liu; Georges Hattab, Sandra Hirche
Decentralized event-triggered online learning for safe consensus control of multi-agent systems with Gaussian process regression
European Journal of Control
2024
80
101058

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Beger, Severin; Hirche, Sandra
A Robust Model Predictive Control Method for Networked Control Systems
6896-6903
2024 IEEE 63rd Conference on Decision and Control (CDC)
IEEE
2024

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Chen, Yuhong;Dai, Xiaobing;Zhang, Sihua;Buss, Martin;Hirche, Sandra;Liu, Fangzhou
Distributed Model Predictive Control of Epidemics via Transportation Flow Regulations
IFAC-PapersOnLine
2025
59
4
163-168

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Yang, Zewen;Dai, Xiaobing;Hirche, Sandra
Asynchronous Distributed Gaussian Process Regression
Proceedings of the AAAI Conference on Artificial Intelligence
2025
39
21
22065-22073

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Xiaobing Dai; Zewen Yang; Dian Yu; Shanshan Zhang; Hamid Sadeghian; Sami Haddadin; Sandra Hirche
Safe Flow Matching: Robot Motion Planning with Control Barrier Functions
arXiv
2025

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Capone, Alexandre;Cosner, Ryan;Ames, Aaron;Hirche, Sandra
Safe Online Dynamics Learning with Initially Unknown Models and Infeasible Safety Certificates
arXiv
2023