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Hahn, Ernst Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2022) Alternating Good-for-MDP Automata. [Preprint]

Hahn, Ernst Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2020) Faithful and Effective Reward Schemes for Model-Free Reinforcement Learning of Omega-Regular Objectives. In: ATVA, 2020-10-19 - 2020-10-23.

Hahn, Ernst Moritz ORCID: 0000-0002-9348-7684, Perez, Mateo ORCID: 0000-0003-4220-3212, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio ORCID: 0000-0002-2085-2003, Trivedi, Ashutosh ORCID: 0000-0001-9346-0126 and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2020) Good-for-MDPs Automata for Probabilistic Analysis and Reinforcement Learning. In: TACAS, 2020-4-25 - 2020-4-30, Dublin.

Hahn, Ernst Moritz, Trivedi, Ashutosh, Perez, Mateo, Somenzi, Fabio, Schewe, Sven ORCID: 0000-0002-9093-9518 and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2022) An Impossibility Result in Automata-Theoretic Reinforcement Learning. In: ATVA22.

Hahn, Ernst Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2021) Model-Free Reinforcement Learning for Branching Markov Decision Processes. COMPUTER AIDED VERIFICATION, PT II, CAV 2021, 12760. pp. 651-673.

Hahn, Ernst-Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2021) Model-Free Reinforcement Learning for Branching Markov Decision Processes. In: International Conference on Computer Aided Verification.

Hahn, Ernst-Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2021) Model-Free Reinforcement Learning for Lexicographic Omega-Regular Objectives. In: International Symposium on Formal Methods.

Hahn, Ernst Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2023) Multi-objective ω-Regular Reinforcement Learning. FORMAL ASPECTS OF COMPUTING, 35 (2). pp. 1-24.

Hahn, Ernst Moritz ORCID: 0000-0002-9348-7684, Perez, Mateo ORCID: 0000-0003-4220-3212, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio ORCID: 0000-0002-2085-2003, Trivedi, Ashutosh ORCID: 0000-0001-9346-0126 and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2023) Mungojerrie: Linear-Time Objectives in Model-Free Reinforcement Learning. In: Tools and Algorithms for the Construction and Analysis of Systems. Springer Nature Switzerland, pp. 527-545. ISBN 9783031308222

Hahn, Ernst Moritz, Perez, Mateo, Schewe, Sven, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2023) Omega-Regular Decision Processes. In: AAAI 2024.

Hahn, EM, Perez, Mateo, Schewe, S ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, DK ORCID: 0000-0001-5560-0546 (2019) Omega-Regular Objectives in Model-Free Reinforcement Learning. In: 25th International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), 2019-4-6 - 2019-4-11, Prague, Czech Republic.

Hahn, Ernst Moritz, Perez, Mateo, Schewe, Sven ORCID: 0000-0002-9093-9518, Somenzi, Fabio, Trivedi, Ashutosh and Wojtczak, Dominik ORCID: 0000-0001-5560-0546 (2022) Reinforcement Learning with Guarantees That Hold for Ever. .