Applications

Transformers are Meta-Reinforcement Learners ICML 2022 Truly Deterministic Policy Optimization NeurIPS 2022 UCSM-DNN: User and Card Style Modeling with Deep Neural Networks for Personalized Game AI AAAI 2022 ULN: Towards Underspecified Vision-and-Language Navigation EMNLP 2022 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 Using Reinforcement Learning for Operating Educational Campuses Safely during a Pandemic (Student Abstract) AAAI 2022 Value Gradient weighted Model-Based Reinforcement Learning ICLR 2022 ValueNetQP: Learned One-step Optimal Control for Legged Locomotion L4DC 2022 Value Refinement Network (VRN) IJCAI 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 Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos NeurIPS 2022 Virtual Elastic Objects CVPR 2022 VMAgent: A Practical Virtual Machine Scheduling Platform IJCAI 2022 VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NeurIPS 2022 Walk These Ways: Tuning Robot Control for Generalization with Multiplicity of Behavior CoRL 2022 Watch and Match: Supercharging Imitation with Regularized Optimal Transport CoRL 2022 WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents NeurIPS 2022 What Can We Learn Even from the Weakest? Learning Sketches for Programmatic Strategies AAAI 2022 When are Offline Two-Player Zero-Sum Markov Games Solvable? NeurIPS 2022 When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning NeurIPS 2022 When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning NeurIPS 2022 Wish you were here: Hindsight Goal Selection for long-horizon dexterous manipulation ICLR 2022 X-MEN: guaranteed XOR-maximum entropy constrained inverse reinforcement learning UAI 2022