Mussi, Marco

15 publications

ICML 2025 Convergence Analysis of Policy Gradient Methods with Dynamic Stochasticity Alessandro Montenegro, Marco Mussi, Matteo Papini, Alberto Maria Metelli
JAIR 2025 Generalizing the Regret: An Analysis of Lower and Upper Bounds Marco Mussi, Alberto Maria Metelli
ICML 2025 Position: Constants Are Critical in Regret Bounds for Reinforcement Learning Simone Drago, Marco Mussi, Alberto Maria Metelli
ICML 2025 Sleeping Reinforcement Learning Simone Drago, Marco Mussi, Alberto Maria Metelli
NeurIPS 2025 Tightening Regret Lower and Upper Bounds in Restless Rising Bandits Cristiano Migali, Marco Mussi, Gianmarco Genalti, Alberto Maria Metelli
ICML 2025 Towards Theoretical Understanding of Sequential Decision Making with Preference Feedback Simone Drago, Marco Mussi, Alberto Maria Metelli
AISTATS 2024 Autoregressive Bandits Francesco Bacchiocchi, Gianmarco Genalti, Davide Maran, Marco Mussi, Marcello Restelli, Nicola Gatti, Alberto Maria Metelli
ICML 2024 Best Arm Identification for Stochastic Rising Bandits Marco Mussi, Alessandro Montenegro, Francesco Trovò, Marcello Restelli, Alberto Maria Metelli
ICML 2024 Factored-Reward Bandits with Intermediate Observations Marco Mussi, Simone Drago, Marcello Restelli, Alberto Maria Metelli
ICML 2024 Graph-Triggered Rising Bandits Gianmarco Genalti, Marco Mussi, Nicola Gatti, Marcello Restelli, Matteo Castiglioni, Alberto Maria Metelli
NeurIPS 2024 Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning Alessandro Montenegro, Marco Mussi, Matteo Papini, Alberto Maria Metelli
ICML 2024 Learning Optimal Deterministic Policies with Stochastic Policy Gradients Alessandro Montenegro, Marco Mussi, Alberto Maria Metelli, Matteo Papini
ICMLW 2023 A Best Arm Identification Approach for Stochastic Rising Bandits Alessandro Montenegro, Marco Mussi, Francesco Trovò, Marcello Restelli, Alberto Maria Metelli
AAAI 2023 Dynamic Pricing with Volume Discounts in Online Settings Marco Mussi, Gianmarco Genalti, Alessandro Nuara, Francesco Trovò, Marcello Restelli, Nicola Gatti
ICML 2023 Dynamical Linear Bandits Marco Mussi, Alberto Maria Metelli, Marcello Restelli