MUTTI, MIRCO
MUTTI, MIRCO
DIPARTIMENTO DI ELETTRONICA, INFORMAZIONE E BIOINGEGNERIA
A Tale of Sampling and Estimation in Discounted Reinforcement Learning
2023-01-01 Metelli, ALBERTO MARIA; Mutti, Mirco; Restelli, Marcello
An Intrinsically-Motivated Approach for Learning Highly Exploring and Fast Mixing Policies
2020-01-01 Mutti, M.; Restelli, M.
Challenging Common Assumptions in Convex Reinforcement Learning
2022-01-01 Mutti, Mirco; De Santi, Riccardo; De Bartolomeis, Piersilvio; Restelli, Marcello
Configurable Markov Decision Processes
2018-01-01 Metelli, Alberto Maria; Mutti, Mirco; Restelli, Marcello
Convex Reinforcement Learning in Finite Trials
2023-01-01 Mutti, Mirco; De SANTI, Riccardo; De BARTOLOMEIS, Piersilvio; Restelli, Marcello
EXPLOITING CAUSAL GRAPH PRIORS WITH POSTERIOR SAMPLING FOR REINFORCEMENT LEARNING
2024-01-01 Mutti, M.; De Santi, R.; Restelli, M.; Marx, A.; Ramponi, G.
How does Inverse RL Scale to Large State Spaces? A Provably Efficient Approach
2024-01-01 Lazzati, F.; Mutti, M.; Metelli, A. M.
How to explore with belief: state entropy maximization in POMDPs
2024-01-01 Zamboni, Riccardo; Cirino, Duilio; Restelli, Marcello; Mutti, Mirco
Offline Inverse RL: New Solution Concepts and Provably Efficient Algorithms
2024-01-01 Lazzati, Filippo; Mutti, Mirco; Metelli, ALBERTO MARIA
Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization
2023-01-01 Mutti, M.; De Santi, R.; Rossi, E.; Calderon, J. F.; Bronstein, M.; Restelli, M.
Reward-Free Policy Space Compression for Reinforcement Learning
2022-01-01 Mutti, Mirco; Del COL, Stefano; Restelli, Marcello
Task-Agnostic Exploration via Policy Gradient of a Non-Parametric State Entropy Estimate
2021-01-01 Mutti, Mirco; Pratissoli, Lorenzo; Restelli, Marcello
The Importance of Non-Markovianity in Maximum State Entropy Exploration
2022-01-01 Mutti, Mirco; De Santi, Riccardo; Restelli, Marcello
The Limits of Pure Exploration in POMDPs: When the Observation Entropy is Enough
2024-01-01 Zamboni, Riccardo; Cirino, Duilio; Restelli, Marcello; Mutti, Mirco
Unsupervised Reinforcement Learning in Multiple Environments
2022-01-01 Mutti, M.; Mancassola, M.; Restelli, M.