LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Mar 10, 2025 Logical Reasoning Multimodal Reasoning
Code Code Available 5 Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO May 22, 2025 Domain Generalization Image Generation
Code Code Available 5 Kwai Keye-VL Technical Report Jul 2, 2025 Instruction Following Reinforcement Learning (RL)
Code Code Available 5 Zero-Shot Whole-Body Humanoid Control via Behavioral Foundation Models Apr 15, 2025 Humanoid Control Reinforcement Learning (RL)
Code Code Available 5 Mastering Diverse Domains through World Models Jan 10, 2023 Atari Games 100k Decision Making
Code Code Available 5 Video-R1: Reinforcing Video Reasoning in MLLMs Mar 27, 2025 MVBench Reinforcement Learning (RL)
Code Code Available 5 QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning May 23, 2025 Question Answering Reinforcement Learning (RL)
Code Code Available 5 R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Mar 7, 2025 RAG Reinforcement Learning (RL)
Code Code Available 5 Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning Mar 20, 2025 Decision Making Language Modeling
Code Code Available 5 TDMPBC: Self-Imitative Reinforcement Learning for Humanoid Robot Control Feb 24, 2025 reinforcement-learning Reinforcement Learning
Code Code Available 5 Discovering faster matrix multiplication algorithms with reinforcement learning Oct 5, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 TorchRL: A data-driven decision-making library for PyTorch Jun 1, 2023 Computational Efficiency Decision Making
Code Code Available 5 Skywork Open Reasoner 1 Technical Report May 28, 2025 Math Reinforcement Learning (RL)
Code Code Available 5 s3: You Don't Need That Much Data to Train a Search Agent via RL May 20, 2025 RAG Reinforcement Learning (RL)
Code Code Available 5 RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark Jun 29, 2023 Combinatorial Optimization Computational Efficiency
Code Code Available 5 RLlib: Abstractions for Distributed Reinforcement Learning Dec 26, 2017 reinforcement-learning Reinforcement Learning
Code Code Available 5 SigmaRL: A Sample-Efficient and Generalizable Multi-Agent Reinforcement Learning Framework for Motion Planning Aug 14, 2024 CPU Motion Planning
Code Code Available 5 Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Mar 20, 2025 Benchmarking Reinforcement Learning (RL)
Code Code Available 5 Discovered Policy Optimisation Oct 11, 2022 Ingenuity Meta-Learning
Code Code Available 5 Distributed Prioritized Experience Replay Mar 2, 2018 Atari Games Deep Reinforcement Learning
Code Code Available 5 Rainbow: Combining Improvements in Deep Reinforcement Learning Oct 6, 2017 Atari Games Deep Reinforcement Learning
Code Code Available 5 R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning May 5, 2025 Reinforcement Learning (RL)
Code Code Available 5 R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO May 22, 2025 Reinforcement Learning (RL)
Code Code Available 5 Perception-R1: Pioneering Perception Policy with Reinforcement Learning Apr 10, 2025 reinforcement-learning Reinforcement Learning
Code Code Available 5 Demystifying Long Chain-of-Thought Reasoning in LLMs Feb 5, 2025 Reinforcement Learning (RL)
Code Code Available 5 OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning May 13, 2025 Reinforcement Learning (RL) Visual Reasoning
Code Code Available 5 Practical Deep Reinforcement Learning Approach for Stock Trading Nov 19, 2018 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 On the Use and Misuse of Absorbing States in Multi-agent Reinforcement Learning Nov 10, 2021 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available 5 DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning Apr 15, 2025 Mathematical Reasoning Reinforcement Learning (RL)
Code Code Available 5 OGBench: Benchmarking Offline Goal-Conditioned RL Oct 26, 2024 Benchmarking reinforcement-learning
Code Code Available 5 Open RL Benchmark: Comprehensive Tracked Experiments for Reinforcement Learning Feb 5, 2024 reinforcement-learning Reinforcement Learning
Code Code Available 5 OpenSpiel: A Framework for Reinforcement Learning in Games Aug 26, 2019 General Reinforcement Learning reinforcement-learning
Code Code Available 5 Reinforcement Learning Enhanced LLMs: A Survey Dec 5, 2024 reinforcement-learning Reinforcement Learning
Code Code Available 5 MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse Mar 24, 2025 Layout Generation Reinforcement Learning (RL)
Code Code Available 5 Adversarial Cheap Talk Nov 20, 2022 Meta-Learning Reinforcement Learning (RL)
Code Code Available 5 Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning Oct 11, 2022 reinforcement-learning Reinforcement Learning
Code Code Available 5 A Clean Slate for Offline Reinforcement Learning Apr 15, 2025 Offline RL reinforcement-learning
Code Code Available 5 Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning Feb 26, 2024 GPU Minecraft
Code Code Available 5 MARLlib: A Scalable and Efficient Multi-agent Reinforcement Learning Library Oct 11, 2022 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available 5 Learning to Reason under Off-Policy Guidance Apr 21, 2025 Math Reinforcement Learning (RL)
Code Code Available 5 Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs Mar 3, 2025 Reinforcement Learning (RL)
Code Code Available 5 ACEGEN: Reinforcement learning of generative chemical agents for drug discovery May 7, 2024 Benchmarking Decision Making
Code Code Available 5 CLoSD: Closing the Loop between Simulation and Diffusion for multi-task character control Oct 4, 2024 Motion Generation Reinforcement Learning (RL)
Code Code Available 5 Learning Bipedal Walking On Planned Footsteps For Humanoid Robots Jul 26, 2022 Deep Reinforcement Learning MuJoCo
Code Code Available 5 CarDreamer: Open-Source Learning Platform for World Model based Autonomous Driving May 15, 2024 Autonomous Driving Autonomous Vehicles
Code Code Available 5 CleanRL: High-quality Single-file Implementations of Deep Reinforcement Learning Algorithms Nov 16, 2021 Benchmarking Deep Reinforcement Learning
Code Code Available 5 Deep Reinforcement Learning Oct 15, 2018 Deep Reinforcement Learning Management
Code Code Available 5 OmniSafe: An Infrastructure for Accelerating Safe Reinforcement Learning Research May 16, 2023 Philosophy reinforcement-learning
Code Code Available 5 Learning Bipedal Walking for Humanoids with Current Feedback Mar 7, 2023 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available 5 Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving Apr 3, 2025 Reinforcement Learning (RL)
Code Code Available 5 