Deep RL

CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity ICLR 2024 CrystalBox: Future-Based Explanations for Input-Driven Deep RL Systems AAAI 2024 Decision Mamba: Reinforcement Learning via Hybrid Selective Sequence Modeling NeurIPS 2024 Decoding-time Realignment of Language Models ICML 2024 Decoupling Meta-Reinforcement Learning with Gaussian Task Contexts and Skills AAAI 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 Dense Reward for Free in Reinforcement Learning from Human Feedback ICML 2024 Designing Biological Sequences without Prior Knowledge Using Evolutionary Reinforcement Learning AAAI 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 DiffAIL: Diffusion Adversarial Imitation Learning AAAI 2024 DiffChat: Learning to Chat with Text-to-Image Synthesis Models for Interactive Image Creation ACL 2024 DiffPhyCon: A Generative Approach to Control Complex Physical Systems NeurIPS 2024 Diffusion Actor-Critic with Entropy Regulator NeurIPS 2024 Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization NeurIPS 2024 Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous and Instruction-guided Driving CVPR 2024 Diffusion for World Modeling: Visual Details Matter in Atari NeurIPS 2024 Diffusion Policies Creating a Trust Region for Offline Reinforcement Learning NeurIPS 2024 Diffusion-Reward Adversarial Imitation Learning NeurIPS 2024