Methods

Decomposing Temporal Equilibrium Strategy for Coordinated Distributed Multi-Agent Reinforcement Learning AAAI 2024 Decoupling Meta-Reinforcement Learning with Gaussian Task Contexts and Skills AAAI 2024 Decoupling regularization from the action space ICLR 2024 Deep Demonstration Tracing: Learning Generalizable Imitator Policy for Runtime Imitation from a Single Demonstration ICML 2024 Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers NeurIPS 2024 Deep Reinforcement Learning-based Dialogue Policy with Graph Convolutional Q-network COLING 2024 Deep Reinforcement Learning for Communication Networks AAAI 2024 Deep Reinforcement Learning for Early Diagnosis of Lung Cancer AAAI 2024 Deep Reinforcement Learning for Modelling Protein Complexes ICLR 2024 Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling ICLR 2024 Deep Reinforcement Learning with Hierarchical Action Exploration for Dialogue Generation COLING 2024 Degeneration-free Policy Optimization: RL Fine-Tuning for Language Models without Degeneration ICML 2024 Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding ICLR 2024 Dense Reward for Free in Reinforcement Learning from Human Feedback ICML 2024 Designing Biological Sequences without Prior Knowledge Using Evolutionary Reinforcement Learning AAAI 2024 Designs for Enabling Collaboration in Human-Machine Teaming via Interactive and Explainable Systems NeurIPS 2024 Detecting Influence Structures in Multi-Agent Reinforcement Learning ICML 2024 Deterministic Policies for Constrained Reinforcement Learning in Polynomial Time NeurIPS 2024 Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning NeurIPS 2024 DexCatch: Learning to Catch Arbitrary Objects with Dexterous Hands CoRL 2024 DextrAH-G: Pixels-to-Action Dexterous Arm-Hand Grasping with Geometric Fabrics CoRL 2024 DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization AAAI 2024 Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024 DIDI: Diffusion-Guided Diversity for Offline Behavioral Generation ICML 2024 DiffAIL: Diffusion Adversarial Imitation Learning AAAI 2024