Author

Ying-Qing Yuan

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#machine learning Preprint Sep 2026

PMOPD: Task Ordering, Cycling, and Parameter-Update Subspace Protection in Multi-Teacher On-Policy Distillation

PMOPD ( project-based Multi-Teacher On-Policy Distillation), which constructs subspace memories from the cumulative parameter displacements of different tasks and projects both gradients and optimizer updates to remove components that interfere with protected task directions, establishes geometry-aware optimization as...

You-Zhi Liu, Ruo-Bing Zheng, Bo-Yuan Tong et al. · 0 citations

Preprint Aug 2026

VideoGAIA: A Benchmark for General AI Assistants on Agentic Video Understanding

This work introduces VideoGAIA, an agentic video understanding benchmark for general artificial intelligence (AI) assistants, and formulates video understanding as a multi-turn, tool-augmented interaction process, where models must iteratively perceive videos, invoke external tools, gather complementary information, an...

Fan Zhang, Guang-Ming Yao, Jin-Yang Wu et al. · 1 citation

Preprint Sep 2026

Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding

This work introduces LatentStream, a progressive latent working memory framework that shifts streaming memory from store-and-retrieve to retrieve-and-internalize, and achieves new state-of-the-art results on existing online and offline video benchmarks.

Hongyu Qu, Guang-Ming Yao, Ling Xing et al. · 0 citations