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Methods

8,258 papers (12 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Deep RL (4,525) Policy Learning (2,633) Multi-Agent Systems (1,251) Offline RL (1,025) Model-Based RL (291) Meta-Learning (80)

Papers per year

2
31
37
801
1,203
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Papers (including subtopics)

Learning Utilities from Demonstrations in Markov Decision Processes ICML 2025 Learning View-invariant World Models for Visual Robotic Manipulation ICLR 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 Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025 Let’s Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM’s Math Capability EMNLP 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 Leveraging Offline Data in Linear Latent Contextual Bandits ICML 2025 Leveraging Skills from Unlabeled Prior Data for Efficient Online Exploration ICML 2025 Leveraging Sub-Optimal Data for Human-in-the-Loop Reinforcement Learning ICLR 2025 Linear Bandits with Partially Observable Features ICML 2025 LineFlow: A Framework to Learn Active Control of Production Lines ICML 2025 LipsNet++: Unifying Filter and Controller into a Policy Network ICML 2025 LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 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 LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection ACL 2025 LLM-Guided Probabilistic Program Induction for POMDP Model Estimation CoRL 2025 LLM-Powered User Simulator for Recommender System AAAI 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025 LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language Models ICML 2025 LNS2+RL: Combining Multi-agent Reinforcement Learning with Large Neighborhood Search in Multi-agent Path Finding AAAI 2025 Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving ACL 2025 Local Manifold Approximation and Projection for Manifold-Aware Diffusion Planning ICML 2025