Deep RL

Training Robots to Evaluate Robots: Example-Based Interactive Reward Functions for Policy Learning CoRL 2022 Training Transition Policies via Distribution Matching for Complex Tasks ICLR 2022 Transfer RL across Observation Feature Spaces via Model-Based Regularization ICLR 2022 Transformers are Meta-Reinforcement Learners ICML 2022 Triple-Q: A Model-Free Algorithm for Constrained Reinforcement Learning with Sublinear Regret and Zero Constraint Violation AISTATS 2022 Truly Deterministic Policy Optimization NeurIPS 2022 Trust Region Policy Optimization with Optimal Transport Discrepancies: Duality and Algorithm for Continuous Actions NeurIPS 2022 TTOpt: A Maximum Volume Quantized Tensor Train-based Optimization and its Application to Reinforcement Learning NeurIPS 2022 Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NeurIPS 2022 Understanding and Leveraging Overparameterization in Recursive Value Estimation ICLR 2022 Understanding the Eluder Dimension NeurIPS 2022 Understanding the Evolution of Linear Regions in Deep Reinforcement Learning NeurIPS 2022 Unpacking Reward Shaping: Understanding the Benefits of Reward Engineering on Sample Complexity NeurIPS 2022 Unsupervised Reinforcement Learning with Contrastive Intrinsic Control NeurIPS 2022 USHER: Unbiased Sampling for Hindsight Experience Replay CoRL 2022 Using Reinforcement Learning for Operating Educational Campuses Safely during a Pandemic (Student Abstract) AAAI 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 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 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 Visuo-Tactile Transformers for Manipulation CoRL 2022 VMAgent: A Practical Virtual Machine Scheduling Platform IJCAI 2022 VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NeurIPS 2022