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Han-Qing Wang

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Preprint Oct 2026

PerturBot: Breaking Shortcut Priors in Vision-Language-Action Models with Perturbative Training

A vision--language--action (VLA) policy can complete complex tasks while ignoring the evidence that should determine its actions. An object held near the wrist camera can displace the instructed target. Language and action show the same pattern: a familiar noun can trigger the operation it was paired with in training e...

Ming-Yu Liu, Chong-Hao Sima, Tianjian Feng et al. · 0 citations
Preprint Sep 2026

A4A: Cross-Embodiment Transfer of Action-Oriented 4D Affordances from Human Demonstrations

Human demonstrations contain rich manipulation knowledge, but it remains unclear what information can be transferred effectively to robot control. Existing affordance representations are typically formulated as 2D masks, 3D regions, contact points, or actionability scores, and therefore primarily identify where interac...

Yi-Fan Han, Li-Tao Liu, Yu Gu et al. · 1 citation

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