Lidan Shou

The State Key Laboratory of Blockchain and Data Security, Zhejiang University

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Computer Vision (2)Inference & Quantization (2)Multimodal Models (2)

Frequent co-authors

Yicheng Ji (2)Gang Chen (2)Huan Li (2)Jinpeng Chen (1)

Papers (2)

Apr 7, 2026

Yicheng Ji +52w ago·also Huawei, ZJU

See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video LLMs

Video-LLMs can be sped up by nearly 3x without sacrificing performance, simply by loosening the strict matching requirements of speculative decoding and focusing on visual-semantic relevance.

Yicheng Ji, Jinpeng Chen, Cong Wang +3

Computer Vision Inference & Quantization Multimodal Models

2w ago

Efficient Inference for Large Vision-Language Models: Bottlenecks, Techniques, and Prospects

Visual token dominance is the hidden culprit behind LVLM inference inefficiency, and this paper dissects the problem to reveal how to navigate the fidelity-efficiency tradeoff.

Yicheng Ji, Fei Ren, Yihang Li +5