Applications

Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning ICLR 2022 MATE: Benchmarking Multi-Agent Reinforcement Learning in Distributed Target Coverage Control NeurIPS 2022 Max-Min Off-Policy Actor-Critic Method Focusing on Worst-Case Robustness to Model Misspecification NeurIPS 2022 MCS: An In-battle Commentary System for MOBA Games COLING 2022 Meta Value Learning for Fast Policy-Centric Optimal Motion Planning RSS 2022 MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge NeurIPS 2022 Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning NeurIPS 2022 Minimax-Optimal Multi-Agent RL in Markov Games With a Generative Model NeurIPS 2022 MIRA: Mental Imagery for Robotic Affordances CoRL 2022 MIRROR: Differentiable Deep Social Projection for Assistive Human-Robot Communication RSS 2022 MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control NeurIPS 2022 MoCoDA: Model-based Counterfactual Data Augmentation NeurIPS 2022 Model-based Safe Deep Reinforcement Learning via a Constrained Proximal Policy Optimization Algorithm NeurIPS 2022 Modeling Partially Observable Systems using Graph-Based Memory and Topological Priors L4DC 2022 Modeling Strong and Human-Like Gameplay with KL-Regularized Search ICML 2022 Model-Value Inconsistency as a Signal for Epistemic Uncertainty ICML 2022 Motron: Multimodal Probabilistic Human Motion Forecasting CVPR 2022 Multi-Agent Reinforcement Learning Controller to Maximize Energy Efficiency for Multi-Generator Industrial Wave Energy Converter AAAI 2022 Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method IJCAI 2022 Multi-armed Bandit Algorithm against Strategic Replication AISTATS 2022 Multi-Constraint Deep Reinforcement Learning for Smooth Action Control IJCAI 2022 Multi-Critic Actor Learning: Teaching RL Policies to Act with Style ICLR 2022 Multi-Game Decision Transformers NeurIPS 2022 Multi-Sacle Dynamic Coding Improved Spiking Actor Network for Reinforcement Learning AAAI 2022 Multi-Stage Episodic Control for Strategic Exploration in Text Games ICLR 2022