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Author

Yu-Quan Wang

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#artificial intelligence Preprint Oct 2026

Compact Robot Policies Need Fine-Grained Visual Representations

Multi-task manipulation policies differ in architecture, scale, and pretrained priors all at once, so published comparisons cannot attribute performance to any single component. We argue that most of it comes from the visual representation, and that parameter scale and generative priors are largely incidental. To test...

Na Chen, Run-Qiu Yang, Jia-Wei Tang et al. · 0 citations
#robotics Preprint Sep 2026

WSM-Aware HRI: An IoT-Enhanced Framework for Early Detection and Norm-Guided Repair of Failures with LLM Guidance

WSM-Aware HRI is proposed, an IoT-enhanced modular framework that unifies diverse HRI breakdowns as World-State Mismatches (WSMs) between a human's instruction-implied assumptions and a robot's grounded world model built from multimodal perception and digital augmentation.

Han-Lin Zhang, Yu-Quan Wang, Tian-Wei Zhang et al. · 0 citations

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