Reinforcement Learning

Vulnerability-Aware Poisoning Mechanism for Online RL with Unknown Dynamics ICLR 2021 Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic NeurIPS 2021 What Matters for Adversarial Imitation Learning? NeurIPS 2021 What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study ICLR 2021 Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NeurIPS 2021 Adaptive Quantitative Trading: An Imitative Deep Reinforcement Learning Approach AAAI 2020 Adversarial Policies: Attacking Deep Reinforcement Learning ICLR 2020 A Learning-based Iterative Method for Solving Vehicle Routing Problems ICLR 2020 An Efficient Framework for Dense Video Captioning AAAI 2020 An Intrinsically-Motivated Approach for Learning Highly Exploring and Fast Mixing Policies AAAI 2020 Atari-HEAD: Atari Human Eye-Tracking and Demonstration Dataset AAAI 2020 BAR — A Reinforcement Learning Agent for Bounding-Box Automated Refinement AAAI 2020 Be Relevant, Non-Redundant, and Timely: Deep Reinforcement Learning for Real-Time Event Summarization AAAI 2020 Bootstrapped Q-learning with Context Relevant Observation Pruning to Generalize in Text-based Games EMNLP 2020 CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning ICLR 2020 Constrained Reinforcement Learning via Policy Splitting ACML 2020 Count-Based Exploration with the Successor Representation AAAI 2020 Deep Conservative Policy Iteration AAAI 2020 Deep Model-Based Reinforcement Learning via Estimated Uncertainty and Conservative Policy Optimization AAAI 2020 Deep Reinforcement Learning for Active Human Pose Estimation AAAI 2020 Determining the Possibility of Transfer Learning in Deep Reinforcement Learning Using Grad-CAM (Student Abstract) AAAI 2020 DORB: Dynamically Optimizing Multiple Rewards with Bandits EMNLP 2020 Doubly Robust Bias Reduction in Infinite Horizon Off-Policy Estimation ICLR 2020 Dynamical Distance Learning for Semi-Supervised and Unsupervised Skill Discovery ICLR 2020 Dynamic Context Selection for Document-level Neural Machine Translation via Reinforcement Learning EMNLP 2020