Reinforcement Learning

Understanding Policy Gradient Algorithms: A Sensitivity-Based Approach ICML 2022 Understanding the Evolution of Linear Regions in Deep Reinforcement Learning NeurIPS 2022 Uni[MASK]: Unified Inference in Sequential Decision Problems NeurIPS 2022 Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity NeurIPS 2022 Value Gradient weighted Model-Based Reinforcement Learning ICLR 2022 VECA: A New Benchmark and Toolkit for General Cognitive Development AAAI 2022 Wait-info Policy: Balancing Source and Target at Information Level for Simultaneous Machine Translation EMNLP 2022 Wasserstein Unsupervised Reinforcement Learning AAAI 2022 Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning over Text AAAI 2022 WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents NeurIPS 2022 When Is Partially Observable Reinforcement Learning Not Scary? COLT 2022 When should agents explore? ICLR 2022 When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning NeurIPS 2022 Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation ACL 2022 Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters NeurIPS 2022 You Only Live Once: Single-Life Reinforcement Learning NeurIPS 2022 Zero-Shot Reward Specification via Grounded Natural Language ICML 2022 2D or not 2D? Adaptive 3D Convolution Selection for Efficient Video Recognition CVPR 2021 ACAT-G: An Interactive Learning Framework for Assisted Response Generation AAAI 2021 Accelerating Quadratic Optimization with Reinforcement Learning NeurIPS 2021 Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning NeurIPS 2021 A Contextual Bandit Bake-off JMLR 2021 Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic Skills ICML 2021 Action Candidate Based Clipped Double Q-learning for Discrete and Continuous Action Tasks AAAI 2021 Active Offline Policy Selection NeurIPS 2021