Harfang3D Dog-Fight Sandbox: A Reinforcement Learning Research Platform for the Customized Control Tasks of Fighter Aircrafts Oct 13, 2022 Atari Games Decision Making
Code Code Available 5 Heterogeneous Multi-Robot Reinforcement Learning Jan 17, 2023 Graph Neural Network Multi-agent Reinforcement Learning
Code Code Available 5 Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning Sep 18, 2022 reinforcement-learning Reinforcement Learning
Code Code Available 5 Flightmare: A Flexible Quadrotor Simulator Sep 1, 2020 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 Foundation Policies with Hilbert Representations Feb 23, 2024 Reinforcement Learning (RL) Unsupervised Pre-training
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 Assessment of Reinforcement Learning for Macro Placement Feb 21, 2023 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Jan 20, 2025 Imitation Learning Language Modeling
Code Code Available 5 Interactive Differentiable Simulation May 26, 2019 Model Predictive Control parameter estimation
Code Code Available 5 InterCode: Standardizing and Benchmarking Interactive Coding with Execution Feedback Jun 26, 2023 Benchmarking Code Generation
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 FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation May 22, 2023 Imitation Learning Motion Planning
Code Code Available 5 Feedback Efficient Online Fine-Tuning of Diffusion Models Feb 26, 2024 reinforcement-learning Reinforcement Learning
Code Code Available 5 Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX Jun 16, 2023 Decision Making reinforcement-learning
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 Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1 Mar 31, 2025 Logical Reasoning Multiple-choice
Code Code Available 5 LLMLight: Large Language Models as Traffic Signal Control Agents Dec 26, 2023 Decision Making Management
Code Code Available 5 Agent models: Internalizing Chain-of-Action Generation into Reasoning models Mar 9, 2025 Action Generation Reinforcement Learning (RL)
Code Code Available 5 ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay May 22, 2025 reinforcement-learning Reinforcement Learning
Code Code Available 5 Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Feb 10, 2025 Math Mathematical Reasoning
Code Code Available 5 Learning Physically Realizable Skills for Online Packing of General 3D Shapes Dec 5, 2022 3D geometry Action Generation
Code Code Available 5 Learning through Dialogue Interactions by Asking Questions Dec 15, 2016 reinforcement-learning Reinforcement Learning
Code Code Available 5 A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning Aug 16, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available 5 Learning What Reinforcement Learning Can't: Interleaved Online Fine-Tuning for Hardest Questions Jun 9, 2025 Large Language Model Reinforcement Learning (RL)
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 AGILE: A Novel Reinforcement Learning Framework of LLM Agents May 23, 2024 Question Answering reinforcement-learning
Code Code Available 5 Evolving Reservoirs for Meta Reinforcement Learning Dec 9, 2023 Meta Reinforcement Learning reinforcement-learning
Code Code Available 5 A Review of Safe Reinforcement Learning: Methods, Theory and Applications May 20, 2022 Autonomous Driving Decision Making
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 EV2Gym: A Flexible V2G Simulator for EV Smart Charging Research and Benchmarking Apr 2, 2024 Benchmarking Reinforcement Learning (RL)
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 Emergent Tool Use From Multi-Agent Autocurricula Sep 17, 2019 reinforcement-learning Reinforcement Learning
Code Code Available 5 Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization Oct 11, 2024 GSM8K Language Modeling
Code Code Available 5 ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning Dec 11, 2021 Deep Reinforcement Learning GPU
Code Code Available 5 Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models Mar 18, 2025 Anatomy Attribute
Code Code Available 5 Memory, Benchmark & Robots: A Benchmark for Solving Complex Tasks with Reinforcement Learning Feb 14, 2025 Reinforcement Learning (RL) Skills Assessment
Code Code Available 5 EfficientZero V2: Mastering Discrete and Continuous Control with Limited Data Mar 1, 2024 continuous-control Continuous Control
Code Code Available 5 A Comparative Study of Algorithms for Intelligent Traffic Signal Control Sep 2, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available 5 Embodied-R: Collaborative Framework for Activating Embodied Spatial Reasoning in Foundation Models via Reinforcement Learning Apr 17, 2025 Multimodal Reasoning Reinforcement Learning (RL)
Code Code Available 5 Model-agnostic and Scalable Counterfactual Explanations via Reinforcement Learning Jun 4, 2021 counterfactual Deep Reinforcement Learning
Code Code Available 5 MOMAland: A Set of Benchmarks for Multi-Objective Multi-Agent Reinforcement Learning Jul 23, 2024 Benchmarking Decision Making
Code Code Available 5 Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Mar 19, 2020 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available 5 Enhancing Rating-Based Reinforcement Learning to Effectively Leverage Feedback from Large Vision-Language Models Jun 15, 2025 Reinforcement Learning (RL)
Code Code Available 5 Aligning AI With Shared Human Values Aug 5, 2020 Ethics reinforcement-learning
Code Code Available 5 Efficient Online Reinforcement Learning Fine-Tuning Need Not Retain Offline Data Dec 10, 2024 Offline RL Reinforcement Learning (RL)
Code Code Available 5 Multi-Stage Manipulation with Demonstration-Augmented Reward, Policy, and World Model Learning Mar 3, 2025 Reinforcement Learning (RL)
Code Code Available 5 Benchmarking Deep Reinforcement Learning for Continuous Control Apr 22, 2016 Action Triplet Recognition Atari Games
Code Code Available 5 Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision Mar 14, 2024 Math Reinforcement Learning (RL)
Code Code Available 5 Benchmarking Potential Based Rewards for Learning Humanoid Locomotion Jul 19, 2023 Benchmarking Reinforcement Learning (RL)
Code Code Available 5 Efficient Online Reinforcement Learning with Offline Data Feb 6, 2023 reinforcement-learning Reinforcement Learning
Code Code Available 5 