← Authors

Ronan Fruit

6 papers · 2017–2019 · 3 conferences · across top CS/AI conferences

Achievements

🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (10) πŸŒ‰ Interdisciplinary Bridge πŸ—ΊοΈ Taxonomy Completionist (11) πŸ† Keyword Champion (2)

Conferences

NIPS (4) AISTATS (1) ICML (1)

Top co-authors

Alessandro Lazaric (6) Matteo Pirotta (5) Ronald Ortner (2) Jian Qian (1) Emma Brunskill (1) Odalric-ambrym Maillard (1)

Keywords

markov decision process (5) regret bound (4) reinforcement learning (3) weakly-communicating mdp (2) online learning (2) regret minimization (2) option framework (2) semi-markov decision process (2) online reinforcement learning (1) sub-linear regret (1) upper confidence bound (1) state representation (1) optimistic algorithm (1) average reward (1) exploration bonus (1) exploration-exploitation trade-off (1) bias span (1) exploration exploitation (1) continuous state space (1) temporal abstraction (1)

Papers

Regret Bounds for Learning State Representations in Reinforcement Learning NIPS 2019
Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs NIPS 2019
Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes NIPS 2018
Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning ICML 2018
Regret Minimization in MDPs with Options without Prior Knowledge NIPS 2017
Exploration-Exploitation in MDPs with Options AISTATS 2017