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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yi-Xiao He

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2 papers indexed here

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Open access Sep 2026

Seeing as Humans Do: Learning from Motion to Segment Anything Without Supervision

Interestingly, despite using zero manual annotations, MoSA achieves segmentation performance comparable to the fully supervised SAM, revealing that harnessing large-scale unlabeled motion is a feasible and highly scalable alternative to annotation-driven segment-anything pipelines.

Wei-Jian Jian, Xiao-Yue Zhang, Bin Xiao et al. · 0 citations
Preprint Aug 2026

LookAgain: Closed-Loop GUI Grounding with Visually Grounded Reflection

Recent graphical user interface (GUI) grounders have significantly advanced single-shot accuracy on standard benchmarks, yet their performance degrades sharply on small targets, densely packed controls and out-of-distribution interfaces. We attribute this gap to a paradigmatic limitation shared by existing approaches:...

Renshan Zhang, Hao-Yang Meng, Yi-Xiao He et al. · 0 citations

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