Methods

Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NeurIPS 2022 Uncertainty Estimation Using Riemannian Model Dynamics for Offline Reinforcement Learning NeurIPS 2022 Understanding and Leveraging Overparameterization in Recursive Value Estimation ICLR 2022 Understanding Policy Gradient Algorithms: A Sensitivity-Based Approach ICML 2022 Understanding the Eluder Dimension NeurIPS 2022 Understanding the Evolution of Linear Regions in Deep Reinforcement Learning NeurIPS 2022 Understanding the Limits of Poisoning Attacks in Episodic Reinforcement Learning IJCAI 2022 Universally Expressive Communication in Multi-Agent Reinforcement Learning NeurIPS 2022 Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity NeurIPS 2022 Unsupervised Reinforcement Learning in Multiple Environments AAAI 2022 Unsupervised Reinforcement Learning with Contrastive Intrinsic Control NeurIPS 2022 Unsupervised Skill Discovery via Recurrent Skill Training NeurIPS 2022 USHER: Unbiased Sampling for Hindsight Experience Replay CoRL 2022 Using Graph-Aware Reinforcement Learning to Identify Winning Strategies in Diplomacy Games (Student Abstract) AAAI 2022 Using Reinforcement Learning for Operating Educational Campuses Safely during a Pandemic (Student Abstract) AAAI 2022 Utility Theory for Sequential Decision Making ICML 2022 Value Function Approximations via Kernel Embeddings for No-Regret Reinforcement Learning ACML 2022 Value Function Decomposition for Iterative Design of Reinforcement Learning Agents NeurIPS 2022 Value Function Spaces: Skill-Centric State Abstractions for Long-Horizon Reasoning ICLR 2022 Value Gradient weighted Model-Based Reinforcement Learning ICLR 2022 VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objects ICLR 2022 VeNAS: Versatile Negotiating Agent Strategy via Deep Reinforcement Learning (Student Abstract) AAAI 2022 Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching ICML 2022 VER: Scaling On-Policy RL Leads to the Emergence of Navigation in Embodied Rearrangement NeurIPS 2022 Vision-Based Manipulators Need to Also See from Their Hands ICLR 2022