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Reinforcement Learning

7,982 papers (84 classified directly here)

Subtopics

Methods (6,493) Applications (2,922)

Papers per year

9
43
48
875
672
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Papers (including subtopics)

Thompson Sampling for Learning Parameterized Markov Decision Processes COLT 2015
On Convergence of Emphatic Temporal-Difference Learning COLT 2015
Learning to Track: Online Multi-Object Tracking by Decision Making ICCV 2015
Robust partially observable Markov decision process ICML 2015
Abstraction Selection in Model-based Reinforcement Learning ICML 2015
On TD(0) with function approximation: Concentration bounds and a centered variant with exponential convergence ICML 2015
Off-policy Model-based Learning under Unknown Factored Dynamics ICML 2015
Fictitious Self-Play in Extensive-Form Games ICML 2015
Counterfactual Risk Minimization: Learning from Logged Bandit Feedback ICML 2015
Universal Value Function Approximators ICML 2015
Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games ICML 2015
On the Rate of Convergence and Error Bounds for LSTD(λ) ICML 2015
Non-Stationary Approximate Modified Policy Iteration ICML 2015
Trust Region Policy Optimization ICML 2015
A Deeper Look at Planning as Learning from Replay ICML 2015
Safe Policy Search for Lifelong Reinforcement Learning with Sublinear Regret ICML 2015
High Confidence Policy Improvement ICML 2015
A Comprehensive Survey on Safe Reinforcement Learning JMLR 2015
RLPy: A Value-Function-Based Reinforcement Learning Framework for Education and Research JMLR 2015
Approximate Modified Policy Iteration and its Application to the Game of Tetris JMLR 2015
PAC Optimal MDP Planning with Application to Invasive Species Management JMLR 2015
Information-Theoretic Planning with Trajectory Optimization for Dense 3D Mapping RSS 2015
Policy Search for Multi-Robot Coordination under Uncertainty RSS 2015
Direct Loss Minimization Inverse Optimal Control RSS 2015
Robust Trajectory Optimization Under Frictional Contact with Iterative Learning RSS 2015