Policy Learning

Acquiring Diverse Skills using Curriculum Reinforcement Learning with Mixture of Experts ICML 2024 Actor Prioritized Experience Replay (Abstract Reprint) AAAI 2024 A Cubic-regularized Policy Newton Algorithm for Reinforcement Learning AISTATS 2024 Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit Rate ICML 2024 Adaptive Exploration for Data-Efficient General Value Function Evaluations NeurIPS 2024 Adaptive-Gradient Policy Optimization: Enhancing Policy Learning in Non-Smooth Differentiable Simulations ICML 2024 Adaptive Order Q-learning IJCAI 2024 Adaptive teaching in heterogeneous agents: Balancing surprise in sparse reward scenarios L4DC 2024 A data-driven Riccati equation L4DC 2024 A Doubly Robust Approach to Sparse Reinforcement Learning AISTATS 2024 A Fairness-Driven Method for Learning Human-Compatible Negotiation Strategies EMNLP 2024 A General Framework for Sequential Decision-Making under Adaptivity Constraints ICML 2024 Agnostic Interactive Imitation Learning: New Theory and Practical Algorithms ICML 2024 A Grounded Preference Model for LLM Alignment ACL 2024 A large deviations perspective on policy gradient algorithms L4DC 2024 Aligner²: Enhancing Joint Multiple Intent Detection and Slot Filling via Adjustive and Forced Cross-Task Alignment AAAI 2024 Aligning Vision Models with Human Aesthetics in Retrieval: Benchmarks and Algorithms NeurIPS 2024 ALOHA Unleashed: A Simple Recipe for Robot Dexterity CoRL 2024 AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers NeurIPS 2024 A Minimaximalist Approach to Reinforcement Learning from Human Feedback ICML 2024 An Analytical Study of Utility Functions in Multi-Objective Reinforcement Learning NeurIPS 2024 An Implicit Trust Region Approach to Behavior Regularized Offline Reinforcement Learning AAAI 2024 Any-point Trajectory Modeling for Policy Learning RSS 2024 AnyRotate: Gravity-Invariant In-Hand Object Rotation with Sim-to-Real Touch CoRL 2024 Anytime-Constrained Reinforcement Learning AISTATS 2024