Policy Learning

KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025 LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization ICML 2025 Language Models as Implicit Tree Search ICML 2025 Latent Action Learning Requires Supervision in the Presence of Distractors ICML 2025 Latent Adaptive Planner for Dynamic Manipulation CoRL 2025 Layer-wise Alignment: Examining Safety Alignment Across Image Encoder Layers in Vision Language Models ICML 2025 Learning Adversarial MDPs with Stochastic Hard Constraints ICML 2025 Learning Efficient Robotic Garment Manipulation with Standardization ICML 2025 Learning from 10 Demos: Generalisable and Sample-Efficient Policy Learning with Oriented Affordance Frames CoRL 2025 Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation EMNLP 2025 Learning Long-Context Diffusion Policies via Past-Token Prediction CoRL 2025 Learning Long-Horizon Robot Manipulation Skills via Privileged Action CoRL 2025 Learning mirror maps in policy mirror descent ICLR 2025 Learning Probabilistic Temporal Logic Specifications for Stochastic Systems IJCAI 2025 Learning to Generate Structured Output with Schema Reinforcement Learning ACL 2025 Learning to Reuse Policies in State Evolvable Environments ICML 2025 Learning with Linear Function Approximations in Mean-Field Control JMLR 2025 Learn With Imagination: Safe Set Guided State-wise Constrained Policy Optimization L4DC 2025 Leveraging Human Input to Enable Robust, Interactive, and Aligned AI Systems AAAI 2025 Leveraging LLM-based sentiment analysis for portfolio optimization with proximal policy optimization ACL 2025 Linear Bandits with Partially Observable Features ICML 2025 LLaVA-Critic: Learning to Evaluate Multimodal Models CVPR 2025 LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback ACL 2025 Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving ACL 2025 LocoFormer: Generalist Locomotion via Long-context Adaptation CoRL 2025