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Policy Learning

2,076 papers

Papers per year

23
23
216
153
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'25

Papers

Aligning Machiavellian Agents: Behavior Steering via Test-Time Policy Shaping AAAI 2026
SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026
End-Effector Cartesian Velocity Control for Redundant Loader Cranes Using Reinforcement Learning (Abstract Reprint) AAAI 2026
RL-Studio: A System for Multi-Phase Reinforcement Learning Experimentation AAAI 2026
Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech ACL 2026
Experience-driven Multi-turn Reinforcement Learning for GUI Agents ACL 2026
Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning ACL 2026
Calibration-Aware Policy Optimization for Reasoning LLMs ACL 2026
d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models ACL 2026
SPARKLE: A Structured and Plug-and-play Agentic Retrieval Policy for Adaptive RAG Models ACL 2026
MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning ACL 2026
MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following ACL 2026
Multi-Teacher Knowledge Distillation with Reinforcement Learning for Visual Recognition AAAI 2025
Forward KL Regularized Preference Optimization for Aligning Diffusion Policies AAAI 2025
ASP-Driven Emergency Planning for Norm Violations in Reinforcement Learning AAAI 2025
Bootstrapped Reward Shaping AAAI 2025
Inverse Reinforcement Learning by Estimating Expertise of Demonstrators AAAI 2025
Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025
Enhancing Online Reinforcement Learning with Meta-Learned Objective from Offline Data AAAI 2025
Data Augmentation for Instruction Following Policies via Trajectory Segmentation AAAI 2025
Discovering Options That Minimize Average Planning Time AAAI 2025
Truncated Gaussian Policy for Debiased Continuous Control AAAI 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025
Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025
Decoupled Policy Actor-Critic: Bridging Pessimism and Risk Awareness in Reinforcement Learning AAAI 2025