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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

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
Interval Estimation for Reinforcement-Learning Algorithms in Continuous-State Domains NIPS 2010
Policy gradients in linearly-solvable MDPs NIPS 2010
Nonparametric Bayesian Policy Priors for Reinforcement Learning NIPS 2010
Basis Construction from Power Series Expansions of Value Functions NIPS 2010
A Generalized Path Integral Control Approach to Reinforcement Learning JMLR 2010
Constructing Skill Trees for Reinforcement Learning Agents from Demonstration Trajectories NIPS 2010
Near-optimal Regret Bounds for Reinforcement Learning JMLR 2010
Variable Impedance Control - A Reinforcement Learning Approach RSS 2010
Reinforcement Learning to adjust Robot Movements to New Situations RSS 2010
Learning Policy Improvements with Path Integrals AISTATS 2010
PAC-Bayesian Model Selection for Reinforcement Learning NIPS 2010
Reward Design via Online Gradient Ascent NIPS 2010
Linear Complementarity for Regularized Policy Evaluation and Improvement NIPS 2010
Manifold Embeddings for Model-Based Reinforcement Learning under Partial Observability NIPS 2009
Skill Discovery in Continuous Reinforcement Learning Domains using Skill Chaining NIPS 2009
Functional network reorganization in motor cortex can be explained by reward-modulated Hebbian learning NIPS 2009
Robust Value Function Approximation Using Bilinear Programming NIPS 2009
Transfer Learning for Reinforcement Learning Domains: A Survey JMLR 2009
Bootstrapping from Game Tree Search NIPS 2009
Code-specific policy gradient rules for spiking neurons NIPS 2009