conftrace_

model-free reinforcement learning

63 papers

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Also known as

MFRL

Co-occurring keywords

model-based reinforcement learning (415) reinforcement learning (4352) regret bound (1926) sample complexity (1169) sample efficiency (472) markov decision process (790) deep reinforcement learning (903) model-free learning (51) constrained markov decision process (56) optimal control (218)

Papers

Q-learning with Nearest Neighbors NIPS 2018
Dual Policy Iteration NIPS 2018
Simple random search of static linear policies is competitive for reinforcement learning NIPS 2018
Reinforcement Learning under Model Mismatch NIPS 2017
Value Prediction Network NIPS 2017
Imagination-Augmented Agents for Deep Reinforcement Learning NIPS 2017
Combining Model-Based and Model-Free Updates for Trajectory-Centric Reinforcement Learning ICML 2017
Dueling Network Architectures for Deep Reinforcement Learning ICML 2016
Model-Free Trajectory Optimization for Reinforcement Learning ICML 2016
A Deeper Look at Planning as Learning from Replay ICML 2015
Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning NIPS 2014
Sample Efficient Reinforcement Learning with Gaussian Processes ICML 2014
Integrating a Partial Model into Model Free Reinforcement Learning JMLR 2012