robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
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Cited by 83 in Offline RL and imitation learning from data, but placed by its own abstract, which didn’t fit.
Abstract (arXiv)
robosuite is a simulation framework for robot learning powered by the MuJoCo physics engine. It offers a modular design for creating robotic tasks as well as a suite of benchmark environments for reproducible research. This paper discusses the key system modules and the benchmark environments of our new release robosuite v1.5.
Key facts. Cited by 484 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Sep 2020.
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Citing papers per year: 2020: 1; 2021: 39; 2022: 47; 2023: 61; 2024: 90; 2025: 104; 2026: 142.
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- 2023Voyager: An Open-Ended Embodied Agent with Large Language Modelscited by 2,081
- 2023LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learningcited by 1,338
- 2021Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learningcited by 882
- 2021What Matters in Learning from Offline Human Demonstrations for Robot Manipulationcited by 699
- 2024Evaluating Real-World Robot Manipulation Policies in Simulationcited by 484
- 2025RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulationcited by 477
- 2022MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledgecited by 469
- 2022VIMA: General Robot Manipulation with Multimodal Promptscited by 403
- 2024RoboCasa: Large-Scale Simulation of Everyday Tasks for Generalist Robotscited by 391
- 2022ProcTHOR: Large-Scale Embodied AI Using Procedural Generationcited by 369
- 2023ManiSkill2: A Unified Benchmark for Generalizable Manipulation Skillscited by 313
- 2023MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrationscited by 308
38 more
- 2021A Survey of Embodied AI: From Simulators to Research Taskscited by 256
- 2022Masked Visual Pre-training for Motor Controlcited by 246
- 2023Orbit: A Unified Simulation Framework for Interactive Robot Learning Environmentscited by 239
- 2023Habitat 3.0: A Co-Habitat for Humans, Avatars and Robotscited by 220
- 2024ManiSkill3: GPU Parallelized Robotics Simulation and Rendering for Generalizable Embodied AIcited by 216
- 2023MimicPlay: Long-Horizon Imitation Learning by Watching Human Playcited by 214
- 2021ManiSkill: Generalizable Manipulation Skill Benchmark with Large-Scale Demonstrationscited by 193
- 2021iGibson 2.0: Object-Centric Simulation for Robot Learning of Everyday Household Taskscited by 191
- 2022A Review of Safe Reinforcement Learning: Methods, Theory and Applicationscited by 169
- 2023RoboAgent: Generalization and Efficiency in Robot Manipulation via Semantic Augmentations and Action Chunkingcited by 167
- 2021A Survey of Zero-shot Generalisation in Deep Reinforcement Learningcited by 164
- 2021BEHAVIOR: Benchmark for Everyday Household Activities in Virtual, Interactive, and Ecological Environmentscited by 161
- 2022Ditto: Building Digital Twins of Articulated Objects from Interactioncited by 152
- 2024Data Scaling Laws in Imitation Learning for Robotic Manipulationcited by 144
- 2024BEHAVIOR-1K: A Human-Centered, Embodied AI Benchmark with 1,000 Everyday Activities and Realistic Simulationcited by 140
- 2022VIOLA: Imitation Learning for Vision-Based Manipulation with Object Proposal Priorscited by 135
- 2023FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulationcited by 132
- 2024THE COLOSSEUM: A Benchmark for Evaluating Generalization for Robotic Manipulationcited by 128
- 20243D Diffusion Policy: Generalizable Visuomotor Policy Learning via Simple 3D Representationscited by 115
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- 2023Parallel Sampling of Diffusion Modelscited by 112
- 2024Is Sora a World Simulator? A Comprehensive Survey on General World Models and Beyondcited by 111
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- 2024DexMimicGen: Automated Data Generation for Bimanual Dexterous Manipulation via Imitation Learningcited by 104
- 2020Human-in-the-Loop Imitation Learning using Remote Teleoperationcited by 103
- 2022Robot Learning on the Job: Human-in-the-Loop Autonomy and Learning During Deploymentcited by 101
- 2024HumanoidBench: Simulated Humanoid Benchmark for Whole-Body Locomotion and Manipulationcited by 101
- 2021ThriftyDAgger: Budget-Aware Novelty and Risk Gating for Interactive Imitation Learningcited by 98
- 2025A Survey on Vision-Language-Action Models: An Action Tokenization Perspectivecited by 96
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- 2021S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learningcited by 85
- 2021Bottom-Up Skill Discovery from Unsegmented Demonstrations for Long-Horizon Robot Manipulationcited by 82
- 2025Vision-Language-Action Models for Robotics: A Review Towards Real-World Applicationscited by 82
- 2023Preference Transformer: Modeling Human Preferences using Transformers for RLcited by 77
- 2022Can Wikipedia Help Offline Reinforcement Learning?cited by 76
- 2021Augmenting Reinforcement Learning with Behavior Primitives for Diverse Manipulation Taskscited by 75
- 2023Octopus: Embodied Vision-Language Programmer from Environmental Feedbackcited by 73
- 2026CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulationcited by 72
50 most cited of 484 All 484 (JSON)
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- 2026Measuring the Stability Assumption Behind Action Chunking1 Oct 2026
- 2026Supervise What Decides Success: Criterion-Aligned Auxiliary Losses for Latent World-Model Planning1 Oct 2026
- 2026LIBERO-Agent: Evaluating General-Purpose Agents for Direct Embodied Manipulation30 Sep 2026
- 2026DROM: A Language-Guided Diffusion Framework for Multi-Skill Robotic Manipulation29 Sep 2026
- 2026Real2Gym: Building Gyms from Videos, Bringing Skills to Robots29 Sep 2026
- 2026Manifold-Stable Flow Matching28 Sep 2026
- 2026CoHuB: A Simulation Benchmark for Multi-Humanoid Collaboration28 Sep 2026
- 2026RLE-Bench: A Qualifying Exam for Coding Agents as Robot Learning Engineers28 Sep 2026
- 2026Principal Steering Subspaces for Online Adaptation of Frozen Generative Robot Policies27 Sep 2026
38 more
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- 2026VPTwin: Real-Sim-Real Video Prediction for Robotic Manipulation Planning27 Sep 2026
- 2026PHIRL: Aligning Learned Rewards with Task Progress for Inverse Reinforcement Learning25 Sep 2026
- 2026Coding Agents for Generalized Task and Motion Planning Problems24 Sep 2026
- 2026World Action Agent: Harnessing VLMs for Robot Manipulation via World Action Rehearsal24 Sep 2026
- 2026HarnessPAI: An Evolving Harness for Physical AI24 Sep 2026
- 2026KeyGen: Unsupervised Keypoint based Object-Centric Representations for Category-Level Policy Generalization23 Sep 2026
- 2026EBRL: Asynchronous Embodied RL by Multi-Grained Resource Management23 Sep 2026
- 2026EmbodiedSWE: Coding Agents for Long Horizon Dexterous Robotics23 Sep 2026
- 2026Beyond End-Task Success: How to Audit Visual Experience Retrieval in Robotics22 Sep 2026
- 2026LIBERO-VPro: Benchmarking Closed-Loop Visual Robustness of Robotic Foundation Models21 Sep 2026
- 2026SkelWAM: A Skeleton-Guided World-Action Model for Zero-Shot Cross-Embodiment Manipulation18 Sep 2026
- 2026Beyond Patch Removal: Persistent Adversarial Effects in Vision-Language-Action Policies17 Sep 2026
- 2026From Rollout to Reset: A Graph-Based Harness for Autonomous Long-Horizon Manipulation Evaluation16 Sep 2026
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- 2026GIF: Agentic Generation of Interactive and Functional Object Compositions for Robot Learning5 Sep 2026
- 2026R2S-Eval: Robot Evaluation with Real-to-Sim Calibration via Vision-Language Models3 Sep 2026
- 2026Does Imitation Learning Preserve Temporal Robustness in Dexterous Manipulation? An Expert-Learner Comparison Across Task Execution Speeds1 Sep 2026
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- 2026The Embodiment Gap in Robot Foundation Models19 Aug 2026
- 2026VERAGMIL: Virtual Environment for Scooping Granular Foods with Imitation Learning Models18 Aug 2026
- 2026Imagining Recovery: Inference-Time Counterfactual Realignment for Vision-Language-Action Models14 Aug 2026
- 2026PRM-as-a-Judge 1.5: A Toolkit for Robot Process Assessment14 Aug 2026
- 2026Flex-π: A Multi-Stream World-Action Model with Compute Flexibility11 Aug 2026
- 2026Mamba-based Selective State Space Modeling Improves the Accuracy-Complexity Tradeoff of SmolVLA Vision-Language-Action Experts10 Aug 2026
- 2026Failing Gracefully: Mitigating Impact of Inevitable Robot Failures5 Aug 2026
- 2026Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills3 Aug 2026
- 2026Towards General Language-Conditioned Latent Safety Filters31 Jul 2026
- 2026Towards Trustworthy Embodied Intelligence: A Systems Framework and Graded Trustworthiness Levels28 Jul 2026
50 newest of 484 All 484 (JSON)
- 2021What Matters in Learning from Offline Human Demonstrations for Robot Manipulationcited by 699
- 2023MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrationscited by 308
- 2023MimicPlay: Long-Horizon Imitation Learning by Watching Human Playcited by 214
- 2024Data Scaling Laws in Imitation Learning for Robotic Manipulationcited by 144
- 2022VIOLA: Imitation Learning for Vision-Based Manipulation with Object Proposal Priorscited by 135
- 2023FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulationcited by 132
- 2024DexMimicGen: Automated Data Generation for Bimanual Dexterous Manipulation via Imitation Learningcited by 104
- 2020Human-in-the-Loop Imitation Learning using Remote Teleoperationcited by 103
- 2021ThriftyDAgger: Budget-Aware Novelty and Risk Gating for Interactive Imitation Learningcited by 98
- 2021S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learningcited by 85
- 2021Bottom-Up Skill Discovery from Unsegmented Demonstrations for Long-Horizon Robot Manipulationcited by 82
- 2022Can Wikipedia Help Offline Reinforcement Learning?cited by 76
12 most cited of 78 All 78 (JSON)
- 2026Measuring the Stability Assumption Behind Action Chunking1 Oct 2026
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- 2026JEPA Policy: Diffusion-Free Imitation Learning via Paired Action and Future Representation Prediction9 Sep 2026
- 2026DISEIL: Demonstration Distillation for Sample-Efficient Imitation Learning8 Sep 2026
- 2026Does Imitation Learning Preserve Temporal Robustness in Dexterous Manipulation? An Expert-Learner Comparison Across Task Execution Speeds1 Sep 2026
- 2026VERAGMIL: Virtual Environment for Scooping Granular Foods with Imitation Learning Models18 Aug 2026
- 2026MinInter: Minimizing Trajectory Interpolation During Data Augmentation for Imitation Learning23 Jun 2026
- 2026TSD: A Physics-Inspired Trajectory Saliency Detector for Efficient Imitation Learning22 Jun 2026
- 2026Difference-Aware Retrieval Policies for Imitation Learning8 Jun 2026
- 2026HapTile: A Haptic-Informed Vision-Tactile-Language-Action Dataset for Contact-Rich Imitation Learning3 Jun 2026
- 2026HumanoidMimicGen: Data Generation for Loco-Manipulation via Whole-Body Planning26 May 2026
- 2026COBALT: Crowdsourcing Robot Learning via Cloud-Based Teleoperation with Smartphones18 May 2026
12 newest of 78 All 78 (JSON)
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- 2026RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policiescited by 39
- 2025Vision Language Action Models in Robotic Manipulation: A Systematic Reviewcited by 38
- 2025VLSA: Vision-Language-Action Models with Plug-and-Play Safety Constraint Layercited by 32
- 2025VLA-Arena: An Open-Source Framework for Benchmarking Vision-Language-Action Modelscited by 28
- 2025LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Taskscited by 25
- 2025Evaluating Uncertainty and Quality of Vision-Language-Action-enabled Robotscited by 17
- 2026Towards Generalizable Robotic Manipulation in Dynamic Environmentscited by 17
- 2025Improving Pre-Trained Vision-Language-Action Policies with Model-Based Searchcited by 12
- 2025Spatial Traces: Enhancing VLA Models with Spatial-Temporal Understandingcited by 11
- 2025OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learningcited by 10
12 most cited of 42 All 42 (JSON)
- 2026Principal Steering Subspaces for Online Adaptation of Frozen Generative Robot Policies27 Sep 2026
- 2026ActionGround: Training-Free Runtime Refinement of Frozen VLA Policies27 Sep 2026
- 2026Beyond Patch Removal: Persistent Adversarial Effects in Vision-Language-Action Policies17 Sep 2026
- 2026MA-VLA: Multi-Arm Vision-Language-Action Model for Collaboration and Compositional Generalization26 Aug 2026
- 2026UniMem: Unifying Multimodal Memory and Control for Vision-Language-Action Models24 Aug 2026
- 2026The Embodiment Gap in Robot Foundation Models19 Aug 2026
- 2026Imagining Recovery: Inference-Time Counterfactual Realignment for Vision-Language-Action Models14 Aug 2026
- 2026Mamba-based Selective State Space Modeling Improves the Accuracy-Complexity Tradeoff of SmolVLA Vision-Language-Action Experts10 Aug 2026
- 2026Towards General Language-Conditioned Latent Safety Filters31 Jul 2026
- 2026IMBench: A Benchmark for Intuitive Robotic Manipulation17 Jul 2026
- 2026VIA: Visual Interface Agent for Robot Control13 Jul 2026
- 2026Vision Language Action (VLA) Models for Unmanned Aerial Robotics and Bimanual Manipulation: A Review7 Jul 2026
12 newest of 42 All 42 (JSON)
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12 most cited of 37 All 37 (JSON)
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- 2026VPTwin: Real-Sim-Real Video Prediction for Robotic Manipulation Planning27 Sep 2026
- 2026SkelWAM: A Skeleton-Guided World-Action Model for Zero-Shot Cross-Embodiment Manipulation18 Sep 2026
- 2026Compact Visuotactile World Models for Lifting: Prediction, Reward Alignment, and Force Constraints9 Sep 2026
- 2026Do World Models Make Better Robots? A Survey of Evaluation Benchmarks for Predictive Embodied Intelligence30 Aug 2026
- 2026Flex-π: A Multi-Stream World-Action Model with Compute Flexibility11 Aug 2026
- 2026Learning Task-Sufficient World Models by Synergizing Agentic Exploration and Structured Modeling5 Jul 2026
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12 most cited of 19 All 19 (JSON)
- 2026DROM: A Language-Guided Diffusion Framework for Multi-Skill Robotic Manipulation29 Sep 2026
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- 2025Mitty: Diffusion-based Human-to-Robot Video Generation19 Dec 2025
- 2025Delay-Aware Diffusion Policy: Bridging the Observation-Execution Gap in Dynamic Tasks8 Dec 2025
- 2025Query-Centric Diffusion Policy for Generalizable Robotic Assembly23 Sep 2025
- 2025MIMIC-D: Multi-modal Imitation for MultI-agent Coordination with Decentralized Diffusion Policies17 Sep 2025
- 2025Hybrid Diffusion Policies with Projective Geometric Algebra for Efficient Robot Manipulation Learning8 Jul 2025
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- 2025PRISM-DP: Spatial Pose-based Observations for Diffusion-Policies via Segmentation, Mesh Generation, and Pose Tracking29 Apr 2025
12 newest of 19 All 19 (JSON)
- 2023Voyager: An Open-Ended Embodied Agent with Large Language Modelscited by 2,081
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12 most cited of 15 All 15 (JSON)
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12 newest of 15 All 15 (JSON)
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- 2026ManipulationNet: An Infrastructure for Benchmarking Real-World Robot Manipulation with Physical Skill Challenges and Embodied Multimodal Reasoning4 Mar 2026
- 2025ROVER: Recursive Reasoning Over Videos with Vision-Language Models for Embodied Tasks3 Aug 2025
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- 2024Evaluating Real-World Robot Manipulation Policies in Simulationcited by 484
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12 most cited of 269 All 269 (JSON)
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