Sardinha, Alberto

4 publications

ICLR 2026 Solving General-Utility Markov Decision Processes in the Single-Trial Regime with Online Planning Pedro Pinto Santos, Alberto Sardinha, Francisco S. Melo

ICML 2025 The Number of Trials Matters in Infinite-Horizon General-Utility Markov Decision Processes Pedro Pinto Santos, Alberto Sardinha, Francisco S. Melo

AAAI 2024 TEAMSTER: Model-Based Reinforcement Learning for Ad Hoc Teamwork (Abstract Reprint) João G. Ribeiro, Gonçalo Rodrigues, Alberto Sardinha, Francisco S. Melo

MLJ 2024 The Impact of Data Distribution on Q-Learning with Function Approximation Pedro P. Santos, Diogo S. Carvalho, Alberto Sardinha, Francisco S. Melo