Overview

Embodied AI asks how agents can connect perception and reasoning to actions that change a physical or simulated world. Common approaches include vision-language-action models, language-model agents with tools and hierarchical plans, reinforcement learning, persistent spatial or episodic memory, and world models trained with robot demonstrations or generated simulation data. Researchers evaluate these systems on navigation, manipulation, household tasks, and multi-agent coordination, using benchmarks as well as real robots. A central challenge is that strong perception or short-task scores do not guarantee reliable long-horizon behavior: agents still struggle with physical constraints, changing conditions, recovery, and safety, while simulated success may not transfer to deployment.

Latest papers

CardsList

255 papers28 papers in the last four weeks, down 15% on the four weeks before. 0.2% of all new papers.

  1. Visually-grounded Humanoid Agents

    Apr 9, 2026Hang Ye, Xiaoxuan Ma, Fan Lu +3Embodied AIHuman Avatar Animation

  2. Harnessing Embodied Agents: Runtime Governance for Policy-Constrained Execution

    Apr 9, 2026Xue Qin, Simin Luan, John See +3Runtime Enforcement for AI AgentsAI Agent Governance

  3. Infrastructure First: Enabling Embodied AI for Science in the Global South

    Apr 8, 2026Shaoshan Liu, Jie Tang, Marwa S. Hassan +4AI for ScienceEmbodied AI

  4. Towards Next-Generation Healthcare: A Survey of Medical Embodied AI for Perception, Decision-Making, and Action

    Apr 5, 2026Cheng Zhang, Qing Cai, Xingzheng Wu +6Healthcare RoboticsEmbodied AI

  5. Learning Additively Compositional Latent Actions for Embodied AI

    Apr 3, 2026Hangxing Wei, Xiaoyu Chen, Chuheng Zhang +5Latent Action LearningEmbodied AI

  6. SceneTeract: Probing and Improving Agent-Aware Activity Reasoning in 3D Indoor Scenes

    Mar 31, 2026Léopold Maillard, Francis Engelmann, Tom Durand +43D Spatial ReasoningEmbodied AI

  7. HeteroHub: An Applicable Data Management Framework for Heterogeneous Multi-Embodied Agent System

    Mar 30, 2026Xujia Li, Xin Li, Junquan Huang +3Multi-Agent SystemsEmbodied AI

  8. Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses

    Mar 28, 2026Xiao Li, Xiang Zheng, Yifeng Gao +35Embodied AIAI Safety

  9. Multi-AUV Ad-hoc Networks-Based Multi-Target Tracking Based on Scene-Adaptive Embodied Intelligence

    Mar 28, 2026Kai Tian, Jialun Wang, Chuan Lin +4Multi-Object TrackingUnderwater Robotics

  10. The Limits of Learning from Pictures and Text: Vision-Language Models and Embodied Scene Understanding

    Mar 27, 2026Gillian Rosenberg, Skylar Stadhard, Bruce C. Hansen +1Large Vision-Language ModelsVLM Evaluation

  11. StreamingClaw Technical Report

    Mar 23, 2026Jiawei Chen, Zhe Chen, Chaoqun Du +21Proactive AgentsMultimodal Agents

  12. Active Inference for Physical AI Agents -- An Engineering Perspective

    Mar 21, 2026Bert de VriesActive InferenceEmbodied AI

  13. Embodied Science: Closing the Discovery Loop with Agentic Embodied AI

    Mar 20, 2026Xiang Zhuang, Chenyi Zhou, Kehua Feng +10AI Agents for Scientific DiscoveryAutonomous Experimentation

  14. GSMem: 3D Gaussian Splatting as Persistent Spatial Memory for Zero-Shot Embodied Exploration and Reasoning

    Mar 19, 2026Yiren Lu, Yi Du, Disheng Liu +3Long-Term Memory for Embodied AgentsEmbodied AI

  15. When Should a Robot Think? Resource-Aware Reasoning via Reinforcement Learning for Embodied Robotic Decision-Making

    Mar 17, 2026Jun Liu, Pu Zhao, Zhenglun Kong +12Embodied AIEmbodied Reasoning

  16. Resilience Meets Autonomy: Governing Embodied AI in Critical Infrastructure

    Mar 16, 2026Puneet Sharma, Christer Henrik PursiainenAI Agent GovernanceHuman Oversight of AI

  17. Distributed Human Identity: AI-Enabled Multi-Existence Through Cognitive Replication and Robotic Embodiments

    Mar 13, 2026A S M Touhidul Islam, John TookeyEmbodied AI

  18. PanoAffordanceNet: Towards Holistic Affordance Grounding in 360° Indoor Environments

    Mar 10, 2026Guoliang Zhu, Wanjun Jia, Caoyang Shao +3Embodied AI3D Scene Understanding

  19. The Empty Quadrant: AI Teammates for Embodied Field Learning

    Mar 4, 2026Hyein Kim, Sung ParkAI in EducationHuman-AI Collaboration

  20. ACE-Brain-0: Spatial Intelligence as a Shared Scaffold for Universal Embodiments

    Mar 3, 2026Ziyang Gong, Zehang Luo, Anke Tang +21Embodied Spatial ReasoningEmbodied AI

  21. Capability Thresholds and Manufacturing Topology: How Embodied Intelligence Triggers Phase Transitions in Economic Geography

    Mar 3, 2026Xinmin Fang, Lingfeng Tao, Zhengxiong LiManufacturingEmbodied AI

  22. Jailbreaking Embodied LLMs via Action-level Manipulation

    Mar 2, 2026Xinyu Huang, Qiang Yang, Leming Shen +2AI Agent SecurityLLM Security

  23. AoE: Always-on Egocentric Human Video Collection for Embodied AI

    Feb 27, 2026Bowen Yang, Zishuo Li, Yang Sun +15Embodied AI

  24. EmbodMocap: In-the-Wild 4D Human-Scene Reconstruction for Embodied Agents

    Feb 26, 2026Wenjia Wang, Liang Pan, Huaijin Pi +83D Human ReconstructionEmbodied AI

  25. CWM: Contrastive World Models for Action Feasibility Learning in Embodied Agent Pipelines

    Feb 25, 2026Chayan BanerjeeEmbodied AIContrastive Learning