Policy Learning

IIFL: Implicit Interactive Fleet Learning from Heterogeneous Human Supervisors CoRL 2023 Imitating Graph-Based Planning with Goal-Conditioned Policies ICLR 2023 Imitation Learning As State Matching via Differentiable Physics CVPR 2023 Imitation Learning from Vague Feedback NeurIPS 2023 Impossibly Good Experts and How to Follow Them ICLR 2023 Improved Communication Efficiency in Federated Natural Policy Gradient via ADMM-based Gradient Updates NeurIPS 2023 Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning AISTATS 2023 Improving Deep Policy Gradients with Value Function Search ICLR 2023 Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuning EMNLP 2023 InitLight: Initial Model Generation for Traffic Signal Control Using Adversarial Inverse Reinforcement Learning IJCAI 2023 Instance-Dependent Confidence and Early Stopping for Reinforcement Learning JMLR 2023 Instructing Goal-Conditioned Reinforcement Learning Agents with Temporal Logic Objectives NeurIPS 2023 Internally Rewarded Reinforcement Learning ICML 2023 Interpretable Reward Redistribution in Reinforcement Learning: A Causal Approach NeurIPS 2023 Inverse Reinforcement Learning for Text Summarization EMNLP 2023 Inverse Reinforcement Learning without Reinforcement Learning ICML 2023 Inverse Reinforcement Learning with the Average Reward Criterion NeurIPS 2023 Is RLHF More Difficult than Standard RL? A Theoretical Perspective NeurIPS 2023 Iteratively Learn Diverse Strategies with State Distance Information NeurIPS 2023 Keeping People Active and Healthy at Home Using a Reinforcement Learning-based Fitness Recommendation Framework IJCAI 2023 KRLS: Improving End-to-End Response Generation in Task Oriented Dialog with Reinforced Keywords Learning EMNLP 2023 Langevin Thompson Sampling with Logarithmic Communication: Bandits and Reinforcement Learning ICML 2023 Last-Iterate Convergent Policy Gradient Primal-Dual Methods for Constrained MDPs NeurIPS 2023 Learning Adversarial Low-rank Markov Decision Processes with Unknown Transition and Full-information Feedback NeurIPS 2023 Learning Compiler Pass Orders using Coreset and Normalized Value Prediction ICML 2023