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Reinforcement Learning

83 directly classified papers

Subtopics

Applications (40) Methods (9)

Papers per year

Papers

Learning Intrinsic Rewards as a Bi-Level Optimization Problem UAI 2020
Learning Behaviors with Uncertain Human Feedback UAI 2020
What Can Learned Intrinsic Rewards Capture? ICML 2020
Neural Contextual Bandits with UCB-based Exploration ICML 2020
Enhanced POET: Open-ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions ICML 2020
Mastering Complex Control in MOBA Games with Deep Reinforcement Learning AAAI 2020
Scaling All-Goals Updates in Reinforcement Learning Using Convolutional Neural Networks AAAI 2020
Uncorrected Least-Squares Temporal Difference with Lambda-Return AAAI 2020
BAR — A Reinforcement Learning Agent for Bounding-Box Automated Refinement AAAI 2020
Learning to Walk Via Deep Reinforcement Learning RSS 2019
On-Policy Robot Imitation Learning from a Converging Supervisor CORL 2019
To Follow or not to Follow: Selective Imitation Learning from Observations CORL 2019
Policy Continuation with Hindsight Inverse Dynamics NIPS 2019
Data Efficient Reinforcement Learning for Legged Robots CORL 2019
Attention-Aware Sampling via Deep Reinforcement Learning for Action Recognition AAAI 2019
Integrating kinematics and environment context into deep inverse reinforcement learning for predicting off-road vehicle trajectories CORL 2018
Policies Modulating Trajectory Generators CORL 2018
Unifying Task Specification in Reinforcement Learning ICML 2017
Learning Neural Network Policies with Guided Policy Search under Unknown Dynamics NIPS 2014
Learned Prioritization for Trading Off Accuracy and Speed NIPS 2012
Improving Policy Gradient Estimates with Influence Information ACML 2011
Continuous Rapid Action Value Estimates ACML 2011
Learning to Control a Low-Cost Manipulator using Data-Efficient Reinforcement Learning RSS 2011
Learning to Agglomerate Superpixel Hierarchies NIPS 2011
On a Connection between Importance Sampling and the Likelihood Ratio Policy Gradient NIPS 2010