Ronan Fruit

According to our database, Ronan Fruit authored at least 10 papers between 2017 and 2020.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2020

Improved Analysis of UCRL2 with Empirical Bernstein Inequality.

Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

CoRR, 2020

Concentration Inequalities for Multinoulli Random Variables.

Jian Qian, Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

CoRR, 2020

2019

Exploration-exploitation dilemma in Reinforcement Learning under various form of prior knowledge. (Impact des connaissances a priori sur le compromis exploration-exploitation en apprentissage par renforcement).

Ronan Fruit

PhD thesis, 2019

Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs.

Jian Qian, Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Regret Bounds for Learning State Representations in Reinforcement Learning.

Ronald Ortner, Matteo Pirotta, Alessandro Lazaric, Ronan Fruit, Odalric-Ambrym Maillard

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

2018

Exploration Bonus for Regret Minimization in Undiscounted Discrete and Continuous Markov Decision Processes.

Jian Qian, Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

CoRR, 2018

Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes.

Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning.

Ronan Fruit, Matteo Pirotta, Alessandro Lazaric, Ronald Ortner

Proceedings of the 35th International Conference on Machine Learning, 2018

2017

Regret Minimization in MDPs with Options without Prior Knowledge.

Ronan Fruit, Matteo Pirotta, Alessandro Lazaric, Emma Brunskill

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Exploration-Exploitation in MDPs with Options.

Ronan Fruit, Alessandro Lazaric

Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017