Author

Jitai Hao

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#computer vision Preprint Sep 2026

ShallowStream: Index Shallow then Answer Deep for Streaming Video Understanding

ShallowStream is a novel framework that leverages the shallow layers of an MLLM to simultaneously perform frame encoding and retrieval index building and achieves performance on par with the strongest existing streaming methods, while reducing per-frame prefill latency and 10-second end-to-end latency by up to 52.1x an...

Jitai Hao, Ke-Shuai Yang, Qiang Huang et al. · 0 citations

#artificial intelligence May 2025

A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Low-Rank Clone (LRC), an efficient pre-training method that constructs SLMs aspiring to behavioral equivalence with strong teacher models, and maximizes knowledge transfer while removing the need for explicit alignment modules.

Jitai Hao, Qiang Huang, Hao Liu et al. · Neural Information Processin... · 17 citations · ⚡2