publications

2023

1. Provably Efficient Offline Reinforcement Learning in Regular Decision Processes

   Roberto Cipollone, Anders Jonsson, Alessandro Ronca, and Mohammad Sadegh Talebi

   In Proceedings of Neural Information Processing Systems (NeurIPS), 2023

   PDF
2. Beyond Markovian RL: Efficient Offline RL in Regular Decision Processes

   Roberto Cipollone, Anders Jonsson, Alessandro Ronca, and Mohammad Sadegh Talebi

   In European Workshop on Reinforcement Learning (EWRL), 2023

   PDF
3. Exploiting Multiple Abstractions in Episodic RL via Reward Shaping

   Roberto Cipollone, Giuseppe De Giacomo, Marco Favorito, Luca Iocchi, and Fabio Patrizi

   In Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), 2023

   PDF

2022

1. Exploiting Multiple Levels of Abstractions in Episodic RL via Reward Shaping

   Roberto Cipollone, Giuseppe De Giacomo, Marco Favorito, Luca Iocchi, and Fabio Patrizi

   In PRL Workshop @ IJCAI, 2022