Suilen, Marnix

7 publications

NeurIPS 2025 Multi-Environment POMDPs: Discrete Model Uncertainty Under Partial Observability Eline M. Bovy, Caleb Probine, Marnix Suilen, Ufuk Topcu, Nils Jansen

IJCAI 2024 Imprecise Probabilities Meet Partial Observability: Game Semantics for Robust POMDPs Eline M. Bovy, Marnix Suilen, Sebastian Junges, Nils Jansen

IJCAI 2023 More for Less: Safe Policy Improvement with Stronger Performance Guarantees Patrick Wienhöft, Marnix Suilen, Thiago D. Simão, Clemens Dubslaff, Christel Baier, Nils Jansen

AAAI 2023 Safe Policy Improvement for POMDPs via Finite-State Controllers Thiago D. Simão, Marnix Suilen, Nils Jansen

NeurIPS 2022 Robust Anytime Learning of Markov Decision Processes Marnix Suilen, Thiago D. Simão, David B. Parker, Nils Jansen

AAAI 2021 Robust Finite-State Controllers for Uncertain POMDPs Murat Cubuktepe, Nils Jansen, Sebastian Junges, Ahmadreza Marandi, Marnix Suilen, Ufuk Topcu

IJCAI 2020 Robust Policy Synthesis for Uncertain POMDPs via Convex Optimization Marnix Suilen, Nils Jansen, Murat Cubuktepe, Ufuk Topcu