Learning Optimal Deterministic Policies with Stochastic Policy Gradients. - Alessandro Montenegro; Marco Mussi; Alberto Maria Metelli; Matteo Papini (ICML, 2024)

Best Arm Identification for Stochastic Rising Bandits. - Marco Mussi; Alessandro Montenegro; Francesco Trovò; Marcello Restelli; Alberto Maria Metelli (ICML, 2024)

Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning. - Alessandro Montenegro; Marco Mussi; Matteo Papini; Alberto Maria Metelli (NeurIPS, 2024)

Learning Deterministic Policies with Policy Gradients in Constrained Markov Decision Processes. - Alessandro Montenegro; Leonardo Cesani; Marco Mussi; Matteo Papini; Alberto Maria Metelli (CoRR, 2025)

Reusing Trajectories in Policy Gradients Enables Fast Convergence. - Alessandro Montenegro; Federico Mansutti; Marco Mussi; Matteo Papini; Alberto Maria Metelli (CoRR, 2025)