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Marnix Suilen
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Robust finite-state controllers for uncertain POMDPs
M Cubuktepe, N Jansen, S Junges, A Marandi, M Suilen, U Topcu
Proceedings of the AAAI Conference on Artificial Intelligence 35 (13), 11792 …, 2021
442021
Robust anytime learning of Markov decision processes
M Suilen, TD Simão, D Parker, N Jansen
Advances in Neural Information Processing Systems 35, 28790-28802, 2022
312022
Robust policy synthesis for uncertain POMDPs via convex optimization
M Suilen, N Jansen, M Cubuktepe, U Topcu
Proceedings of the Twenty-Ninth International Joint Conference on Artificial …, 2020
292020
Decision-making under uncertainty: beyond probabilities: Challenges and perspectives
T Badings, TD Simão, M Suilen, N Jansen
International Journal on Software Tools for Technology Transfer 25 (3), 375-391, 2023
162023
Safe policy improvement for POMDPs via finite-state controllers
TD Simão, M Suilen, N Jansen
Proceedings of the AAAI Conference on Artificial Intelligence 37 (12), 15109 …, 2023
132023
More for less: Safe policy improvement with stronger performance guarantees
P Wienhöft, M Suilen, TD Simão, C Dubslaff, C Baier, N Jansen
Proceedings of the Thirty-Second International Joint Conference on …, 2023
62023
Imprecise Probabilities Meet Partial Observability: Game Semantics for Robust POMDPs
EM Bovy, M Suilen, S Junges, N Jansen
Proceedings of the Thirty-Third International Joint Conference on Artificial …, 2024
32024
Robust markov decision processes: A place where AI and formal methods meet
M Suilen, T Badings, EM Bovy, D Parker, N Jansen
Principles of Verification: Cycling the Probabilistic Landscape: Essays …, 2024
22024
Balancing wind and batteries: towards predictive verification of smart grids
TS Badings, A Hartmanns, N Jansen, M Suilen
NASA Formal Methods Symposium, 1-18, 2021
22021
Pessimistic iterative planning for robust pomdps
MFL Galesloot, M Suilen, TD Simão, S Carr, MTJ Spaan, U Topcu, ...
arXiv preprint arXiv:2408.08770, 2024
12024
A PSPACE Algorithm for Almost-Sure Rabin Objectives in Multi-Environment MDPs
M Suilen, M van der Vegt, S Junges
35th International Conference on Concurrency Theory, CONCUR 2024, 40:1-40:17, 2024
12024
3.7 Robust and Reliable Reinforcement Learning
M Suilen
Model Learning for Improved Trustworthiness in Autonomous Systems, 33, 2024
2024
Control, Learning and Adaptation in Information-Constrained, Adversarial Environments
YE Bayiz, S Carr, ES Crafts, M Cubuktepe, F Djeumou, M Ghasemi, ...
2023
Safe Policy Improvement in POMDPs
MR Suilen, TD Simão, N Jansen
Delft: TU Delft OPEN Publishing, 2023
2023
Entropy Guided Decision Making in Multiple-Environment Markov Decision Processes
M Suilen
Radboud University, 2020
2020
Reachability properties for uncertain MDPs
M Suilen, N Jansen, M Stoelinga
2018
Anytime Learning and Verification of Uncertain Markov Decision Processes
M Suilen, TD Simão, N Jansen, D Parker
LiVe 2022 6th Workshop on Learning in Verification, 0
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