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reinforcement learning

4122 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (12755) policy learning (699) markov decision process (788) policy gradient (518) policy optimization (630) deep reinforcement learning (903) multi-agent system (1743) imitation learning (741) regret bound (1918) language model (4573)

Papers

Agnostic KWIK learning and efficient approximate reinforcement learning COLT 2011
Speedy Q-Learning NIPS 2011
Improving Policy Gradient Estimates with Influence Information ACML 2011
A reinterpretation of the policy oscillation phenomenon in approximate policy iteration NIPS 2011
Selecting the State-Representation in Reinforcement Learning NIPS 2011
Robust Approximate Bilinear Programming for Value Function Approximation JMLR 2011
Generalized TD Learning JMLR 2011
Optimal Reinforcement Learning for Gaussian Systems NIPS 2011
Exploiting Best-Match Equations for Efficient Reinforcement Learning JMLR 2011
Learning to Agglomerate Superpixel Hierarchies NIPS 2011
Analysis and Improvement of Policy Gradient Estimation NIPS 2011
Convergent Fitted Value Iteration with Linear Function Approximation NIPS 2011
Policy Gradient Coagent Networks NIPS 2011
Dynamic Policy Programming with Function Approximation AISTATS 2011
Action-Gap Phenomenon in Reinforcement Learning NIPS 2011
A Convergent Online Single Time Scale Actor Critic Algorithm JMLR 2010
Effects of Synaptic Weight Diffusion on Learning in Decision Making Networks NIPS 2010
Double Q-learning NIPS 2010
Model-Free Monte Carlo-like Policy Evaluation AISTATS 2010
Predictive State Temporal Difference Learning NIPS 2010
On a Connection between Importance Sampling and the Likelihood Ratio Policy Gradient NIPS 2010
Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks NIPS 2010
A Reduction from Apprenticeship Learning to Classification NIPS 2010
Variational methods for Reinforcement Learning AISTATS 2010
LSTD with Random Projections NIPS 2010