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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

Quasi Newton Temporal Difference Learning ACML 2014
Algorithms for CVaR Optimization in MDPs NIPS 2014
Weighted importance sampling for off-policy learning with linear function approximation NIPS 2014
Information-based learning by agents in unbounded state spaces NIPS 2014
Near-optimal Reinforcement Learning in Factored MDPs NIPS 2014
Projected Natural Actor-Critic NIPS 2013
The Sample-Complexity of General Reinforcement Learning ICML 2013
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search NIPS 2013
Temporal Difference Methods for the Variance of the Reward To Go ICML 2013
Bellman Error Based Feature Generation using Random Projections on Sparse Spaces NIPS 2013
Policy Shaping: Integrating Human Feedback with Reinforcement Learning NIPS 2013
Competing with an Infinite Set of Models in Reinforcement Learning AISTATS 2013
Variational Policy Search via Trajectory Optimization NIPS 2013
Reward Mapping for Transfer in Long-Lived Agents NIPS 2013
(More) Efficient Reinforcement Learning via Posterior Sampling NIPS 2013
Approximate Dynamic Programming Finally Performs Well in the Game of Tetris NIPS 2013
Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result NIPS 2013
Actor-Critic Algorithms for Risk-Sensitive MDPs NIPS 2013
Efficient Exploration and Value Function Generalization in Deterministic Systems NIPS 2013
Adaptive Step-Size for Policy Gradient Methods NIPS 2013
Reinforcement Learning in Robust Markov Decision Processes NIPS 2013
Online learning in episodic Markovian decision processes by relative entropy policy search NIPS 2013
Symbolic Opportunistic Policy Iteration for Factored-Action MDPs NIPS 2013
Efficient Reinforcement Learning for High Dimensional Linear Quadratic Systems NIPS 2012
On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization NIPS 2012