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Author

Shu-Jian Gao

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#machine learning Review Sep 2026

Live Assistant: Learning Whether, When, and Whom to Assist in Real-World Live Social Streams

A trajectory engine is built that reconstructs real livestream sessions into structured causal supervision, yielding over 320 hours of optimization trajectories and a human-reviewed benchmark of 275 clips and 13,812 decision intervals, establishing livestream assistance as selective participation in a shared social str...

Shu-Jian Gao, Jia-Mei Yan, Yu-Chen Yang et al. · 0 citations
Preprint Aug 2026

MedUP: Awakening Unified Understanding and Perception in Medical Vision-Language Models

This work presents MedUP, a Med-VLM that natively unifies perception and understanding within a shared token space, and curates UniMed-Train, a 1.84M-instance corpus spanning text-guided segmentation, region-grounded understanding, medical VQA and CoT-based segmentation, and introduces UniMed-Bench for unified evaluati...

Yuan Wang, Hualiang Wang, Yixin Chen et al. · 0 citations

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