Methods

Visual Navigation With Spatial Attention CVPR 2021 Visual Tracking via Hierarchical Deep Reinforcement Learning AAAI 2021 Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic NeurIPS 2021 WCSAC: Worst-Case Soft Actor Critic for Safety-Constrained Reinforcement Learning AAAI 2021 Weakly Supervised Deep Reinforcement Learning for Video Summarization With Semantically Meaningful Reward WACV 2021 Weighted model estimation for offline model-based reinforcement learning NeurIPS 2021 What are the Statistical Limits of Offline RL with Linear Function Approximation? ICLR 2021 What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study ICLR 2021 What Matters in Learning from Offline Human Demonstrations for Robot Manipulation CoRL 2021 When Will Generative Adversarial Imitation Learning Algorithms Attain Global Convergence AISTATS 2021 Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NeurIPS 2021 Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic ICLR 2021 World Model as a Graph: Learning Latent Landmarks for Planning ICML 2021 XIRL: Cross-embodiment Inverse Reinforcement Learning CoRL 2021 You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL CoRL 2021 AATEAM: Achieving the Ad Hoc Teamwork by Employing the Attention Mechanism AAAI 2020 A Boolean Task Algebra for Reinforcement Learning NeurIPS 2020 Accelerating and Improving AlphaZero Using Population Based Training AAAI 2020 Accelerating Ranking in E-Commerce Search Engines through Contextual Factor Selection AAAI 2020 Accelerating Reinforcement Learning with Learned Skill Priors CoRL 2020 Accountable Off-Policy Evaluation With Kernel Bellman Statistics ICML 2020 A Closer Look at Deep Policy Gradients ICLR 2020 Active Model Estimation in Markov Decision Processes UAI 2020 Active Vision for Early Recognition of Human Actions CVPR 2020 Active World Model Learning with Progress Curiosity ICML 2020