conftrace_

optimistic exploration

34 papers

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Co-occurring keywords

regret bound (1926) reinforcement learning (4352) model-based reinforcement learning (415) upper confidence bound (197) function approximation (319) sample efficiency (472) eluder dimension (22) markov decision process (790) sample complexity (1169) deep reinforcement learning (903)

Papers

Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism ICML 2020
Efficient Optimistic Exploration in Linear-Quadratic Regulators via Lagrangian Relaxation ICML 2020
Provably Efficient Reinforcement Learning with Kernel and Neural Function Approximations NIPS 2020
Better Exploration with Optimistic Actor Critic NIPS 2019
Contextual Decision Processes with low Bellman rank are PAC-Learnable ICML 2017
Count-Based Exploration in Feature Space for Reinforcement Learning IJCAI 2017
Efficient Exploration and Value Function Generalization in Deterministic Systems NIPS 2013
Eluder Dimension and the Sample Complexity of Optimistic Exploration NIPS 2013
Optimistic Optimization of a Deterministic Function without the Knowledge of its Smoothness NIPS 2011