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Mateo Perez
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Omega-regular objectives in model-free reinforcement learning
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International conference on tools and algorithms for the construction and …, 2019
1472019
Good-for-MDPs automata for probabilistic analysis and reinforcement learning
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International Conference on Tools and Algorithms for the Construction and …, 2020
352020
Faithful and effective reward schemes for model-free reinforcement learning of omega-regular objectives
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
Automated Technology for Verification and Analysis: 18th International …, 2020
232020
Model-free reinforcement learning for stochastic parity games
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
31st International Conference on Concurrency Theory, CONCUR 2020, 21, 2020
132020
Translating omega-regular specifications to average objectives for model-free reinforcement learning
M Kazemi, M Perez, F Somenzi, S Soudjani, A Trivedi, A Velasquez
Proc. of the 21st International Conference on Autonomous Agents and …, 2022
102022
Model-free reinforcement learning for lexicographic omega-regular objectives
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International symposium on formal methods, 142-159, 2021
102021
Reward shaping for reinforcement learning with omega-regular objectives
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
arXiv preprint arXiv:2001.05977, 2020
92020
Mungojerrie: Reinforcement learning of linear-time objectives
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
arXiv preprint arXiv:2106.09161, 2021
72021
Compositional reinforcement learning for discrete-time stochastic control systems
A Lavaei, M Perez, M Kazemi, F Somenzi, S Soudjani, A Trivedi, ...
IEEE Open Journal of Control Systems, 2023
42023
Multi-objective ω-regular reinforcement learning
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
Formal Aspects of Computing 35 (2), 1-24, 2023
42023
Policy synthesis and reinforcement learning for discounted LTL
R Alur, O Bastani, K Jothimurugan, M Perez, F Somenzi, A Trivedi
International Conference on Computer Aided Verification, 415-435, 2023
42023
Mungojerrie: Linear-Time Objectives in Model-Free Reinforcement Learning
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International Conference on Tools and Algorithms for the Construction and …, 2023
42023
Recursive Reinforcement Learning
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
Advances in Neural Information Processing Systems 35, 35519-35532, 2022
32022
An impossibility result in automata-theoretic reinforcement learning
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International Symposium on Automated Technology for Verification and …, 2022
32022
Model-free reinforcement learning for branching markov decision processes
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International Conference on Computer Aided Verification, 651-673, 2021
32021
A PAC learning algorithm for LTL and omega-regular objectives in MDPs
M Perez, F Somenzi, A Trivedi
Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21510 …, 2024
12024
Omega-Regular Reward Machines
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
arXiv preprint arXiv:2308.07469, 2023
12023
Alternating good-for-MDPs automata
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
International Symposium on Automated Technology for Verification and …, 2022
12022
Limit reachability for model-free reinforcement learning of ω-regular objectives
EM Hahn, M Perez, S Schewe, F Somenzi, A Trivedi, D Wojtczak
Proceedings of the Fifth International Workshop on Symbolic-Numeric methods …, 2019
12019
Assume-Guarantee Reinforcement Learning
M Kazemi, M Perez, F Somenzi, S Soudjani, A Trivedi, A Velasquez
Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21223 …, 2024
2024
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