Publications (25)
Active Regression by Stratification
Sivan Sabato, Remi Munos
Generalized Emphatic Temporal Difference Learning: Bias-Variance Analysis
Assaf Hallak, Aviv Tamar, Remi Munos +1
Automated Curriculum Learning for Neural Networks
Alex Graves, Marc G. Bellemare, Jacob Menick +2
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
Audrunas Gruslys, Will Dabney, Mohammad Gheshlaghi Azar +3
Unifying Count-Based Exploration and Intrinsic Motivation
Marc G. Bellemare, Sriram Srinivasan, Georg Ostrovski +3
Learning to reinforcement learn
Jane X Wang, Zeb Kurth-Nelson, Dhruva Tirumala +6
Relative Upper Confidence Bound for the K-Armed Dueling Bandit Problem
Masrour Zoghi, Shimon Whiteson, Remi Munos +1
Memory-Efficient Backpropagation Through Time
Audrūnas Gruslys, Remi Munos, Ivo Danihelka +2
On the Sample Complexity of Reinforcement Learning with a Generative Model
Mohammad Gheshlaghi Azar, Remi Munos, Bert Kappen
Combining policy gradient and Q-learning
Brendan O'Donoghue, Remi Munos, Koray Kavukcuoglu +1
The Uncertainty Bellman Equation and Exploration
Brendan O'Donoghue, Ian Osband, Remi Munos +1
Bounded Regret for Finite-Armed Structured Bandits
Tor Lattimore, Remi Munos
Low-pass Recurrent Neural Networks - A memory architecture for longer-term correlation discovery
Thomas Stepleton, Razvan Pascanu, Will Dabney +3
A Study on Overfitting in Deep Reinforcement Learning
Chiyuan Zhang, Oriol Vinyals, Remi Munos +1
Maximum a Posteriori Policy Optimisation
Abbas Abdolmaleki, Jost Tobias Springenberg, Yuval Tassa +3
Finite-Time Analysis of Kernelised Contextual Bandits
Michal Valko, Nathaniel Korda, Remi Munos +2
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Lasse Espeholt, Hubert Soyer, Remi Munos +9
Q($λ$) with Off-Policy Corrections
Anna Harutyunyan, Marc G. Bellemare, Tom Stepleton +1
On Minimax Optimal Offline Policy Evaluation
Lihong Li, Remi Munos, Csaba Szepesvari
Sample Efficient Actor-Critic with Experience Replay
Ziyu Wang, Victor Bapst, Nicolas Heess +4
Thompson Sampling for 1-Dimensional Exponential Family Bandits
Nathaniel Korda, Emilie Kaufmann, Remi Munos
Toward Optimal Stratification for Stratified Monte-Carlo Integration
Alexandra Carpentier, Remi Munos
The Termination Critic
Anna Harutyunyan, Will Dabney, Diana Borsa +3
Count-Based Exploration with Neural Density Models
Georg Ostrovski, Marc G. Bellemare, Aaron van den Oord +1
Bandit Algorithms for Tree Search
Pierre-Arnuad Coquelin, Remi Munos