Author

Mohit Bansal

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#artificial intelligence Mar 2026

V-Co: A Closer Look at Visual Representation Alignment via Co-Denoising

V-Co, a systematic study of visual co-denoising in a unified JiT-based framework, outperforms the underlying pixel-space diffusion baseline and strong prior pixel-diffusion methods while using fewer training epochs, offering practical guidance for future representation-aligned generative models.

Han Lin, Xichen Pan, Zun Wang et al. · arXiv.org · 0 citations

Jul 2026

Searching Videos as Trees: Self-Correcting Agents for Grounded Long Video QA

VideoTreeSearch (VTS) is proposed, a framework that casts grounded LVQA as iterative self-correcting search over an adaptive temporal tree, and trains an agent to navigate the tree through four discrete operations: zoom_in, zoom_out, shift, and answer.

Ce Zhang, Ziyang Wang, Yu-Lu Pan et al. · arXiv.org · 0 citations