A Toolkit for Reliable Benchmarking and Research in Multi-Objective Reinforcement Learning Sep 26, 2023 Benchmarking Multi-Objective Reinforcement Learning
Code Code Available 5 Habitat 2.0: Training Home Assistants to Rearrange their Habitat Jun 28, 2021 Deep Reinforcement Learning GPU
Code Code Available 5 High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning Jul 8, 2025 MME Reinforcement Learning (RL)
Code Code Available 5 Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks Aug 20, 2024 Multi-agent Reinforcement Learning Multi-Task Learning
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 FlowReasoner: Reinforcing Query-Level Meta-Agents Apr 21, 2025 Reinforcement Learning (RL)
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 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 In-Hand Object Rotation via Rapid Motor Adaptation Oct 10, 2022 Object Reinforcement Learning (RL)
Code Code Available 5 Integrating Reinforcement Learning with Foundation Models for Autonomous Robotics: Methods and Perspectives Oct 21, 2024 Reinforcement Learning (RL)
Code Code Available 5 IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning Oct 19, 2024 Benchmarking Multi-agent Reinforcement Learning
Code Code Available 5 Assessment of Reinforcement Learning for Macro Placement Feb 21, 2023 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 JaxMARL: Multi-Agent RL Environments and Algorithms in JAX Nov 16, 2023 CPU GPU
Code Code Available 5 AutoTriton: Automatic Triton Programming with Reinforcement Learning in LLMs Jul 8, 2025 GPU 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 ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay May 22, 2025 reinforcement-learning Reinforcement Learning
Code Code Available 5 Language Models can Solve Computer Tasks Mar 30, 2023 Language Modelling Large Language Model
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 Feedback Efficient Online Fine-Tuning of Diffusion Models Feb 26, 2024 reinforcement-learning Reinforcement Learning
Code Code Available 5 Learning Heterogeneous Agent Cooperation via Multiagent League Training Nov 13, 2022 Diversity reinforcement-learning
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 A Review of Safe Reinforcement Learning: Methods, Theory and Applications May 20, 2022 Autonomous Driving Decision Making
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 AGILE: A Novel Reinforcement Learning Framework of LLM Agents May 23, 2024 Question Answering reinforcement-learning
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 LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments Mar 13, 2024 Decision Making Language Modeling
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 Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy Optimization Sep 2, 2024 Diversity Offline RL
Code Code Available 5 Evolving Reservoirs for Meta Reinforcement Learning Dec 9, 2023 Meta Reinforcement Learning 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 FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation May 22, 2023 Imitation Learning Motion Planning
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 ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning Dec 11, 2021 Deep Reinforcement Learning GPU
Code Code Available 5 MBRL-Lib: A Modular Library for Model-based Reinforcement Learning Apr 20, 2021 Model-based Reinforcement Learning reinforcement-learning
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 A Comparative Study of Algorithms for Intelligent Traffic Signal Control Sep 2, 2021 reinforcement-learning Reinforcement Learning (RL)
Code Code Available 5 Emergent Tool Use From Multi-Agent Autocurricula Sep 17, 2019 reinforcement-learning Reinforcement Learning
Code Code Available 5 Efficient World Models with Context-Aware Tokenization Jun 27, 2024 Deep Reinforcement Learning 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 MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments Nov 30, 2022 Multi-Objective Reinforcement Learning OpenAI Gym
Code Code Available 5 Efficient Online Reinforcement Learning with Offline Data Feb 6, 2023 reinforcement-learning Reinforcement Learning
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 Multi-Agent Reinforcement Learning is a Sequence Modeling Problem May 30, 2022 Decision Making MuJoCo
Code Code Available 5 GenRL: Multimodal-foundation world models for generalization in embodied agents Jun 26, 2024 Benchmarking Reinforcement Learning (RL)
Code Code Available 5 EasyRL4Rec: An Easy-to-use Library for Reinforcement Learning Based Recommender Systems Feb 23, 2024 Recommendation Systems Reinforcement Learning (RL)
Code Code Available 5 Aligning AI With Shared Human Values Aug 5, 2020 Ethics reinforcement-learning
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 