TIRINZONI, ANDREA
TIRINZONI, ANDREA
DIPARTIMENTO DI ELETTRONICA, INFORMAZIONE E BIOINGEGNERIA
A Novel Confidence-Based Algorithm for Structured Bandits
2020-01-01 Tirinzoni, Andrea; Lazaric, Alessandro; Restelli, Marcello
An Asymptotically Optimal Primal-Dual Incremental Algorithm for Contextual Linear Bandits
2020-01-01 Tirinzoni, Andrea; Pirotta, Matteo; Restelli, Marcello; Lazaric, Alessandro
Combining reinforcement learning with rule-based controllers for transparent and general decision-making in autonomous driving
2020-01-01 Likmeta, Amarildo; Metelli, ALBERTO MARIA; Tirinzoni, Andrea; Giol, Riccardo; Restelli, Marcello; Romano, Danilo
Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems
2021-01-01 Likmeta, A.; Metelli, A. M.; Ramponi, G.; Tirinzoni, A.; Giuliani, M.; Restelli, M.
Feature Selection via Mutual Information: New Theoretical Insights
2019-01-01 Beraha, M.; Metelli, A. M.; Papini, M.; Tirinzoni, A.; Restelli, M.
Gradient-Aware Model-Based Policy Search
2020-01-01 D'Oro, Pierluca; Metelli, ALBERTO MARIA; Tirinzoni, Andrea; Papini, Matteo; Restelli, Marcello
Importance Weighted Transfer of Samples in Reinforcement Learning
2018-01-01 Tirinzoni, Andrea; Sessa, Andrea; Pirotta, Matteo; Restelli, Marcello
Leveraging Good Representations in Linear Contextual Bandits
2021-01-01 Papini, Matteo; Tirinzoni, Andrea; Restelli, Marcello; Lazaric, Alessandro; Pirotta, Matteo
Meta-Reinforcement Learning by Tracking Task Non-stationarity
2021-01-01 Poiani, R.; Tirinzoni, A.; Restelli, M.
Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes
2018-01-01 Tirinzoni, Andrea; Petrik, Marek; Chen, Xiangli; Ziebart, Brian
Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection
2021-01-01 Papini, Matteo; Tirinzoni, Andrea; Pacchiano, Aldo; Restelli, Marcello; Lazaric, Alessandro; Pirotta, Matteo
Risk-averse policy optimization via risk-neutral policy optimization
2022-01-01 Bisi, L.; Santambrogio, D.; Sandrelli, F.; Tirinzoni, A.; Ziebart, B. D.; Restelli, M.
Scalable Representation Learning in Linear Contextual Bandits with Constant Regret Guarantees
2022-01-01 Tirinzoni, A.; Papini, M.; Touati, A.; Lazaric, A.; Pirotta, M.
Sequential Transfer in Reinforcement Learning with a Generative Model
2020-01-01 Tirinzoni, Andrea; Poiani, Riccardo; Restelli, Marcello
Transfer of Samples in Policy Search via Multiple Importance Sampling
2019-01-01 Tirinzoni, Andrea; Salvini, Mattia; Restelli, Marcello
Transfer of Value Functions via Variational Methods
2018-01-01 Tirinzoni, Andrea; RODRÍGUEZ SÁNCHEZ, RAFAEL ALBERTO; Restelli, Marcello
Truly Batch Model-Free Inverse Reinforcement Learning about Multiple Intentions
2020-01-01 Ramponi, Giorgia; Likmeta, Amarildo; Metelli, ALBERTO MARIA; Tirinzoni, Andrea; Restelli, Marcello