R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO May 22, 2025 Reinforcement Learning (RL)
Code Code Available 5 R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning May 5, 2025 Reinforcement Learning (RL)
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 Deep Reinforcement Learning Oct 15, 2018 Deep Reinforcement Learning Management
Code Code Available 5 Practical Deep Reinforcement Learning Approach for Stock Trading Nov 19, 2018 Deep 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 Open RL Benchmark: Comprehensive Tracked Experiments for Reinforcement Learning Feb 5, 2024 reinforcement-learning Reinforcement Learning
Code Code Available 5 Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning May 22, 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 Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning Feb 26, 2024 GPU Minecraft
Code Code Available 5 OGBench: Benchmarking Offline Goal-Conditioned RL Oct 26, 2024 Benchmarking reinforcement-learning
Code Code Available 5 o1-Coder: an o1 Replication for Coding Nov 29, 2024 Reinforcement Learning (RL)
Code Code Available 5 OmniSafe: An Infrastructure for Accelerating Safe Reinforcement Learning Research May 16, 2023 Philosophy 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 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 CleanRL: High-quality Single-file Implementations of Deep Reinforcement Learning Algorithms Nov 16, 2021 Benchmarking Deep Reinforcement Learning
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 Adversarial Cheap Talk Nov 20, 2022 Meta-Learning Reinforcement Learning (RL)
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 A Clean Slate for Offline Reinforcement Learning Apr 15, 2025 Offline RL reinforcement-learning
Code Code Available 5 Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey on Hybrid Algorithms Jan 22, 2024 Evolutionary Algorithms reinforcement-learning
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 ACEGEN: Reinforcement learning of generative chemical agents for drug discovery May 7, 2024 Benchmarking Decision Making
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 Learning Bipedal Walking On Planned Footsteps For Humanoid Robots Jul 26, 2022 Deep Reinforcement Learning MuJoCo
Code Code Available 5 Automatic Intrinsic Reward Shaping for Exploration in Deep Reinforcement Learning Jan 26, 2023 Benchmarking Deep Reinforcement Learning
Code Code Available 5 imitation: Clean Imitation Learning Implementations Nov 22, 2022 Imitation Learning reinforcement-learning
Code Code Available 5 Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward May 18, 2025 GPU Graph Matching
Code Code Available 5 ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL Feb 29, 2024 Language Modeling Language Modelling
Code Code Available 5 Accelerating Goal-Conditioned RL Algorithms and Research Aug 20, 2024 GPU reinforcement-learning
Code Code Available 5 Arctic-Text2SQL-R1: Simple Rewards, Strong Reasoning in Text-to-SQL May 22, 2025 Natural Language Understanding 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 Perception-R1: Pioneering Perception Policy with Reinforcement Learning Apr 10, 2025 reinforcement-learning Reinforcement Learning
Code Code Available 5 FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation May 22, 2023 Imitation Learning Motion Planning
Code Code Available 5 Foundation Policies with Hilbert Representations Feb 23, 2024 Reinforcement Learning (RL) Unsupervised Pre-training
Code Code Available 5 G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning May 19, 2025 Language Modeling Language Modelling
Code Code Available 5 FlowReasoner: Reinforcing Query-Level Meta-Agents Apr 21, 2025 Reinforcement Learning (RL)
Code Code Available 5 Generalized Inner Loop Meta-Learning Oct 3, 2019 Meta-Learning reinforcement-learning
Code Code Available 5 FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation Apr 19, 2024 Decoder Network Embedding
Code Code Available 5 Flightmare: A Flexible Quadrotor Simulator Sep 1, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 FinRL-Meta: A Universe of Near-Real Market Environments for Data-Driven Deep Reinforcement Learning in Quantitative Finance Dec 13, 2021 Deep Reinforcement Learning GPU
Code Code Available 5 Flow: A Modular Learning Framework for Mixed Autonomy Traffic Oct 16, 2017 Autonomous Vehicles Deep Reinforcement Learning
Code Code Available 5 Smooth Exploration for Robotic Reinforcement Learning May 12, 2020 continuous-control Continuous Control
Code Code Available 5 Fiber: A Platform for Efficient Development and Distributed Training for Reinforcement Learning and Population-Based Methods Mar 25, 2020 Distributed Computing Reinforcement Learning
Code Code Available 5 Feedback Efficient Online Fine-Tuning of Diffusion Models Feb 26, 2024 reinforcement-learning Reinforcement Learning
Code Code Available 5 Fine-Tuning Discrete Diffusion Models via Reward Optimization with Applications to DNA and Protein Design Oct 17, 2024 Protein Design Reinforcement Learning (RL)
Code Code Available 5 Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Feb 10, 2025 Math Mathematical Reasoning
Code Code Available 5 AndroidEnv: A Reinforcement Learning Platform for Android May 27, 2021 reinforcement-learning Reinforcement Learning
Code Code Available 5 EV2Gym: A Flexible V2G Simulator for EV Smart Charging Research and Benchmarking Apr 2, 2024 Benchmarking Reinforcement Learning (RL)
Code Code Available 5 Equivariant Ensembles and Regularization for Reinforcement Learning in Map-based Path Planning Mar 19, 2024 Inductive Bias Reinforcement Learning (RL)
Code Code Available 5 