Roberto Cipollone

3 papers · 2023–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 📈 Trend Setter

Venues

AAAI (1) ICLR (1) NeurIPS (1)

Top co-authors

Anders Jonsson (2) Mohammad Sadegh Talebi (2) Alessandro Ronca (2) Ahana Deb (1) Marco Favorito (1) Giuseppe De Giacomo (1) Fabio Patrizi (1) Luca Iocchi (1)

Research topics

Reinforcement Learning (3) Methods (3) Artificial Intelligence (2) Machine Learning (2) Core AI (2) Optimization & Theory (2) Learning Paradigms (1) Learning Types (1)

Keywords

regular decision process (2) sample complexity (2) automata learning (2) offline reinforcement learning (2) hierarchical reinforcement learning (1) markov decision process (1) optimal policy (1) reward shaping (1) probably approximately correct (1) formal language theory (1) abstraction layer (1) policy optimization (1) transfer learning (1) policy learning (1)

Papers

Offline RL in Regular Decision Processes: Sample Efficiency via Language Metrics ICLR 2025 Exploiting Multiple Abstractions in Episodic RL via Reward Shaping AAAI 2023 Provably Efficient Offline Reinforcement Learning in Regular Decision Processes NeurIPS 2023