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Reinforcement Learning

2,932 papers

Papers per year

Papers

Exponential Bellman Equation and Improved Regret Bounds for Risk-Sensitive Reinforcement Learning NIPS 2021
Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL NIPS 2021
Provably Efficient Causal Reinforcement Learning with Confounded Observational Data NIPS 2021
Independence-aware Advantage Estimation IJCAI 2021
Reinforcement Learning Under Moral Uncertainty ICML 2021
A Deep Reinforcement Learning Approach to Marginalized Importance Sampling with the Successor Representation ICML 2021
Learning and Planning in Average-Reward Markov Decision Processes ICML 2021
Accelerating Quadratic Optimization with Reinforcement Learning NIPS 2021
Controlling Graph Dynamics with Reinforcement Learning and Graph Neural Networks ICML 2021
Towered Actor Critic For Handling Multiple Action Types In Reinforcement Learning For Drug Discovery AAAI 2021
Temporal-Logic-Based Reward Shaping for Continuing Reinforcement Learning Tasks AAAI 2021
A New Formalism, Method and Open Issues for Zero-Shot Coordination ICML 2021
Bilinear Classes: A Structural Framework for Provable Generalization in RL ICML 2021
Interactive Learning from Activity Description ICML 2021
UCB Momentum Q-learning: Correcting the bias without forgetting ICML 2021
Unsupervised Visual Attention and Invariance for Reinforcement Learning CVPR 2021
Discrete-Continuous Action Space Policy Gradient-Based Attention for Image-Text Matching CVPR 2021
Self-correcting Q-learning AAAI 2021
Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model NIPS 2021
State-Wise Adaptive Discounting from Experience (SADE): A Novel Discounting Scheme for Reinforcement Learning (Student Abstract) AAAI 2021
Move2Hear: Active Audio-Visual Source Separation ICCV 2021
Model-Free and Model-Based Policy Evaluation when Causality is Uncertain ICML 2021
Off-policy Evaluation in Infinite-Horizon Reinforcement Learning with Latent Confounders AISTATS 2021
Reinforcement Learning with Trajectory Feedback AAAI 2021
Keyphrase Generation with Fine-Grained Evaluation-Guided Reinforcement Learning EMNLP 2021