Genie Sim 3.0 : A High-Fidelity Comprehensive Simulation Platform for Humanoid Robot
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Abstract (arXiv)
The development of robust and generalizable robot learning models is critically contingent upon the availability of large-scale, diverse training data and reliable evaluation benchmarks. Collecting data in the physical world poses prohibitive costs and scalability challenges, and prevailing simulation benchmarks frequently suffer from fragmentation, narrow scope, or insufficient fidelity to enable effective sim-to-real transfer. To address these challenges, we introduce Genie Sim 3.0, a unified simulation platform for robotic manipulation. We present Genie Sim Generator, a large language model (LLM)-powered tool that constructs high-fidelity scenes from natural language instructions. Its principal strength resides in rapid and multi-dimensional generalization, facilitating the synthesis of diverse environments to support scalable data collection and robust policy evaluation. We introduce the first benchmark that pioneers the application of LLM for automated evaluation. It leverages LLM to mass-generate evaluation scenarios and employs Vision-Language Model (VLM) to establish an automated assessment pipeline. We also release an open-source dataset comprising more than 10,000 hours of synthetic data across over 200 tasks. Through systematic experimentation, we validate the robust zero-shot sim-to-real transfer capability of our open-source dataset, demonstrating that synthetic data can server as an effective substitute for real-world data under controlled conditions for scalable policy training. For code and dataset details, please refer to: https://github.com/AgibotTech/genie_sim.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jan 2026.
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Citing papers per year: 2026: 13.
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- 2026ACoT-VLA: Action Chain-of-Thought for Vision-Language-Action Modelscited by 30
- 2026WAM4D: Fast 4D World Action Model via Spatial Register Tokenscited by 12
- 2026Data Pyramid for Embodied Manipulation: A Surveycited by 4
- 2026GE-Act 2.0: Pretraining and Scaling a World-Action Model for Robotic Manipulationcited by 4
- 2026Xiaomi-Robotics-U0: Unified Embodied Synthesis with World Foundation Modelcited by 3
- 2026JoyAI-RA 0.5: Scaling Robot Manipulation Learning via Dual Action Alignmentcited by 2
- 2026SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worldscited by 1
- 2026HumanoidMimicGen: Data Generation for Loco-Manipulation via Whole-Body Planningcited by 1
- 2026GIF: Agentic Generation of Interactive and Functional Object Compositions for Robot Learningcited by 1
- 2026Explicit Language Memory for Long-Horizon Planning in Vision-Language-Action Modelscited by 0
- 2026ZETA: A Controlled Study of Zero-Shot Cross-Embodiment VLA Transfer for Tabletop Manipulationcited by 0
- 2026SkillWeaver: Agentic Exploration over Neural Interaction Skills for Scalable Robot Data Generationcited by 0
1 more
- 2026ShelfChange3D: Object-Level 3D Change Detection for Retail Shelf Monitoring1 Oct 2026
- 2026SkillWeaver: Agentic Exploration over Neural Interaction Skills for Scalable Robot Data Generation28 Sep 2026
- 2026GIF: Agentic Generation of Interactive and Functional Object Compositions for Robot Learning5 Sep 2026
- 2026GE-Act 2.0: Pretraining and Scaling a World-Action Model for Robotic Manipulation4 Sep 2026
- 2026ZETA: A Controlled Study of Zero-Shot Cross-Embodiment VLA Transfer for Tabletop Manipulation2 Sep 2026
- 2026JoyAI-RA 0.5: Scaling Robot Manipulation Learning via Dual Action Alignment6 Aug 2026
- 2026Explicit Language Memory for Long-Horizon Planning in Vision-Language-Action Models5 Aug 2026
- 2026Data Pyramid for Embodied Manipulation: A Survey27 Jul 2026
- 2026Xiaomi-Robotics-U0: Unified Embodied Synthesis with World Foundation Model13 Jul 2026
- 2026WAM4D: Fast 4D World Action Model via Spatial Register Tokens12 Jun 2026
- 2026HumanoidMimicGen: Data Generation for Loco-Manipulation via Whole-Body Planning26 May 2026
- 2026SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worlds9 Apr 2026
1 more
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- 2026SIMPLE: Simulation-Based Policy Learning and Evaluation for Humanoid Loco-manipulation
- 2025REALM: A Real-to-Sim Validated Benchmark for Generalization in Robotic Manipulation
- 2025Genie Envisioner: A Unified World Foundation Platform for Robotic Manipulation
- 2025RoboVerse: Towards a Unified Platform, Dataset and Benchmark for Scalable and Generalizable Robot Learning
- 2025GR00T N1: An Open Foundation Model for Generalist Humanoid Robots
- 2026Colosseum V2: Benchmarking Generalization for Vision-Language-Action Models
- 2026X2Real: an eXtensive simulation benchmark for real-world generalist policies ↗
- 2024GenSim2: Scaling Robot Data Generation with Multi-modal and Reasoning LLMs