Perez, Guillermo

4 publications

ICLR 2024 The Wasserstein Believer: Learning Belief Updates for Partially Observable Environments Through Reliable Latent Space Models Raphaël Avalos, Florent Delgrange, Ann Nowe, Guillermo Perez, Diederik M Roijers

ICLR 2023 Wasserstein Auto-Encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-Sided Guarantees Florent Delgrange, Ann Nowe, Guillermo Perez

ICML 2021 Let’s Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework Floris Geerts, Filip Mazowiecki, Guillermo Perez

UAI 2020 Finite-Memory Near-Optimal Learning for Markov Decision Processes with Long-Run Average Reward Jan Kretinsky, Fabian Michel, Lukas Michel, Guillermo Perez