Policy Learning

Decoupling regularization from the action space 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 Deterministic Policies for Constrained Reinforcement Learning in Polynomial Time NeurIPS 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 Differentiable Quantum Computing for Large-scale Linear Control NeurIPS 2024 Diffusion Actor-Critic with Entropy Regulator NeurIPS 2024 Diffusion Model-Augmented Behavioral Cloning ICML 2024 Discovering Creative Behaviors through DUPLEX: Diverse Universal Features for Policy Exploration NeurIPS 2024 Discrete Probabilistic Inference as Control in Multi-path Environments UAI 2024 Do no harm: A counterfactual approach to safe reinforcement learning L4DC 2024 Don't Start From Scratch: Behavioral Refinement via Interpolant-based Policy Diffusion RSS 2024 Do's and Don'ts: Learning Desirable Skills with Instruction Videos NeurIPS 2024 Do Transformer World Models Give Better Policy Gradients? ICML 2024 Dual RL: Unification and New Methods for Reinforcement and Imitation Learning ICLR 2024 Dynamic Multi-Reward Weighting for Multi-Style Controllable Generation EMNLP 2024 Dynamic Prompt Optimizing for Text-to-Image Generation CVPR 2024 Dynamic Regret of Adversarial MDPs with Unknown Transition and Linear Function Approximation AAAI 2024 Dynamic Reward Adjustment in Multi-Reward Reinforcement Learning for Counselor Reflection Generation COLING 2024 E2CL: Exploration-based Error Correction Learning for Embodied Agents EMNLP 2024 Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision NeurIPS 2024 ED-Copilot: Reduce Emergency Department Wait Time with Language Model Diagnostic Assistance ICML 2024 Effect-Invariant Mechanisms for Policy Generalization JMLR 2024 Efficient and Stable Offline-to-online Reinforcement Learning via Continual Policy Revitalization IJCAI 2024