Author

Zhuosheng Zhang

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#artificial intelligence Preprint Oct 2026

Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception

Multimodal perception forms the foundation of multimodal intelligence. In particular, spatial perception and multimodal long-context understanding are two pivotal tasks that underpin embodied AI and multimodal agents. However, synthesizing targeted, high-quality training data for these tasks remains difficult and costl...

Lai Wei, Ya-Tai Li, Liang He et al. · 0 citations

#artificial intelligence May 2026

Causal Probing for Internal Visual Representations in Multimodal Large Language Models

This work proposes a causal framework based on activation steering to actively probe and manipulate internal visual representations, revealing a divergence in concept encoding: entity knowledge is distinctively localized, whereas abstract concepts are globally distributed across the network.

Zehao Deng, Tianjie Ju, Zheng Wu et al. · arXiv.org · 0 citations