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职业迁徙
个人简介
The research interests of my group are on the intersection between formal verification, machine learning, and control theory. In particular, we are interested in various aspects of Dependability and Safety in Artificial Intelligence, in particular Planning under Uncertainty and Safe Reinforcement Learning. Our approaches concern various aspects of (epistemic or aleatoric) uncertainty and how to capture them using formal models. Concrete Topics (also) include the following. Happy to talk, if you are interested!
Learning and synthesis for partially observable probabilistic systems, like POMDPs
Neural network robustness
Epistemic and aleatoric uncertainty
Semantics and verification of probabilistic programs
Approximate hard- and software-systems
研究兴趣
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Formal Methods in System Design (2024): 1-79
International Conference on Agents and Artificial Intelligencepp.1324-1335, (2024)
AAAI 2024no. 19 (2024): 21276-21284
CoRR (2024): 258-278
AAAI 2024no. 16 (2024): 17407-17415
ICAPSno. 1 (2023): 162-170
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IJCAI 2023pp.5402-5410, (2023)
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IJCAI 2023 (2023): 4406-4415
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