mlsanityData to 14 Oct 2026

DexEXO: A Wearability-First Dexterous Exoskeleton for Operator-Agnostic Demonstration and Learning

arXiv 2603.17323 ↗First posted 18 Mar 2026cs.ROcited by 1

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Abstract (arXiv)

Scaling dexterous robot learning is constrained by the difficulty of collecting high-quality demonstrations across diverse operators. Existing wearable interfaces often trade comfort and cross-user adaptability for kinematic fidelity, while embodiment mismatch between demonstration and deployment requires visual post-processing before policy training. We present DexEXO, a wearability-first hand exoskeleton that aligns visual appearance, contact geometry, and kinematics at the hardware level. DexEXO features a pose-tolerant thumb mechanism and a slider-based finger interface analytically modeled to support hand lengths from 140~mm to 217~mm, reducing operator-specific fitting and enabling scalable cross-operator data collection. A passive hand visually matches the deployed robot, allowing direct policy training from raw wrist-mounted RGB observations. User studies demonstrate improved comfort and usability compared to prior wearable systems. Using visually aligned observations alone, we train diffusion policies that achieve competitive performance while substantially simplifying the end-to-end pipeline. These results show that prioritizing wearability and hardware-level embodiment alignment reduces both human and algorithmic bottlenecks without sacrificing task performance. Project Page: https://dexexo-research.github.io/

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 18 Mar 2026.

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  1. 2026SEED-UMI: Sharing the Exoskeleton between human and robot for onE-to-one Dexterous demonstration ↗
  2. 2025Exo-ViHa: A Cross-Platform Exoskeleton System with Visual and Haptic Feedback for Efficient Dexterous Skill Learning
  3. 2025ExoStart: Efficient learning for dexterous manipulation with sensorized exoskeleton demonstrations
  4. 2025MILE: A Mechanically Isomorphic Hand Exoskeleton and Visuotactile Robotic Hand for Data Collection in Dexterous Manipulation
  5. 2025Imitation Learning for Adaptive Control of a Virtual Soft Exoglove
  6. 2026Transferring Contact, Not Just Motion: Compliant Grasping Across Dexterous Hands ↗
  7. 2024ACE: A Cross-Platform Visual-Exoskeletons System for Low-Cost Dexterous Teleoperation
  8. 2026AdvDex: Learning Dexterous Manipulation from Human Demonstrations via Joint-Aligned Actions and Adversarial Learning