Methods

Decentralized Safe Multi-agent Stochastic Optimal Control using Deep FBSDEs and ADMM RSS 2022 Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning NeurIPS 2022 Deconfounded Value Decomposition for Multi-Agent Reinforcement Learning ICML 2022 DECORE: Deep Compression With Reinforcement Learning CVPR 2022 Deep Black-Box Reinforcement Learning with Movement Primitives CoRL 2022 DeepFoids: Adaptive Bio-Inspired Fish Simulation with Deep Reinforcement Learning NeurIPS 2022 Deep Generalized Schrödinger Bridge NeurIPS 2022 Deep Hierarchical Planning from Pixels NeurIPS 2022 Deep Reinforcement Learning for Entity Alignment ACL 2022 Deep Reinforcement Learning for High-Frequency Market Making ACML 2022 Deep Reinforcement Learning Policies Learn Shared Adversarial Features across MDPs AAAI 2022 DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning AAAI 2022 DeepTOP: Deep Threshold-Optimal Policy for MDPs and RMABs NeurIPS 2022 Deep Whole-Body Control: Learning a Unified Policy for Manipulation and Locomotion CoRL 2022 Defining and Characterizing Reward Gaming NeurIPS 2022 Delayed Reinforcement Learning by Imitation ICML 2022 DemoDICE: Offline Imitation Learning with Supplementary Imperfect Demonstrations ICLR 2022 Denoised MDPs: Learning World Models Better Than the World Itself ICML 2022 Detect, Understand, Act: A Neuro-Symbolic Hierarchical Reinforcement Learning Framework (Extended Abstract) IJCAI 2022 Deterministic and Discriminative Imitation (D2-Imitation): Revisiting Adversarial Imitation for Sample Efficiency AAAI 2022 Deterministic policy gradient: Convergence analysis UAI 2022 DexPoint: Generalizable Point Cloud Reinforcement Learning for Sim-to-Real Dexterous Manipulation CoRL 2022 D-Grasp: Physically Plausible Dynamic Grasp Synthesis for Hand-Object Interactions CVPR 2022 Difference Advantage Estimation for Multi-Agent Policy Gradients ICML 2022 Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization ACL 2022