الباحثون

Hanqing Wang

المنشورات 2

نسخة أولية وصول مفتوح

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

Mingyu Liu, Chonghao Sima, Tianjian Feng وآخرون · 2026

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 …

نسخة أولية وصول مفتوح

UniAfford: Token-Routed Multitask Learning for Generalizable 2D-3D Affordance Perception

Yuhao Liu, Yiming Zhong, Hanqing Wang وآخرون · 2026

Affordance perception aims to localize actionable regions supporting embodied interaction, yet 2D and 3D affordance grounding have evolved as separate problems, with different task definitions, supervision formats, datasets, and evaluation protocols. This fragmentation limits the learning of transferable object-afforda …

المؤلفون المشاركون