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Siyi Xie

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Preprint Aug 2026

TransPhy: Visual In-Context Learning for Physically Grounded Image Editing

PhysVICL-74 is introduced, a framework that decomposes physically grounded VICL into physical-rule induction and transition-aligned rendering and TransPhy, a framework that decomposes physically grounded VICL into physical-rule induction and transition-aligned rendering.

Siyi Xie, Xuanke Shi, Jin-Sheng Quan et al. · 0 citations
Preprint Jul 2026

Vision as Unified Multimodal Generation

Experiments show that a single unified model can match leading task-specialized systems across structured visual understanding, dense geometric prediction, segmentation, and multi-view visual geometry.

Xiaoyang Han, Jianhua Li, Kewang Deng et al. · 1 citation

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