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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)

Sketch-Based Linear Value Function Approximation NIPS 2012
Tractable Objectives for Robust Policy Optimization NIPS 2012
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NIPS 2012
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning NIPS 2012
Weighted Likelihood Policy Search with Model Selection NIPS 2012
Multi-objective Monte-Carlo Tree Search ACML 2012
Contextual Bandit Learning with Predictable Rewards AISTATS 2012
Optimistic planning for Markov decision processes AISTATS 2012
Hierarchical Relative Entropy Policy Search AISTATS 2012
Movement Segmentation and Recognition for Imitation Learning AISTATS 2012
The adversarial stochastic shortest path problem with unknown transition probabilities AISTATS 2012
Autonomous Exploration For Navigating In MDPs COLT 2012
Transfer in Reinforcement Learning via Shared Features JMLR 2012
Integrating a Partial Model into Model Free Reinforcement Learning JMLR 2012
Finite-Sample Analysis of Least-Squares Policy Iteration JMLR 2012
Dynamic Policy Programming JMLR 2012
Linear Fitted-Q Iteration with Multiple Reward Functions JMLR 2012
Exploration in Relational Domains for Model-based Reinforcement Learning JMLR 2012
Formalizing Assistive Teleoperation RSS 2012
Reducing Conservativeness in Safety Guarantees by Learning Disturbances Online: Iterated Guaranteed Safe Online Learning RSS 2012
What Types of Interactions do Bio-Inspired Robot Swarms and Flocks Afford a Human? RSS 2012
Real-Time Inverse Dynamics Learning for Musculoskeletal Robots based on Echo State Gaussian Process Regression RSS 2012
Recognition, Prediction, and Planning for Assisted Teleoperation of Freeform Tasks RSS 2012
Hybrid Operational Space Control for Compliant Legged Systems RSS 2012