Senyao Li

2 accepted papers

2026

E$^2$-SCI: Elastic Edge-Cloud Speculative Decoding via Credit Inertia

Senyao Li, Haozhao Wang, Zhaobai Jiang, Zhanbo Jin, Hao Fan, Ruixuan Li

CVPR 2026

In edge-cloud environments, efficiency of speculative decoding is heavily constrained by uplink transmission and cloud-side verification. In this work, we identify a phenomenon we term credit inertia, where acceptance rates of adjacent token windows exhibit strong temporal consistency. Tokens follow

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2025

Synergistic Integration of Cross-Spatial Learning for Lightweight Crack Detection

Senyao Li, Jingling Yuan, Huilin Zhu, Xian Zhong

ICASSP 2025accepted

Efficient crack segmentation is crucial for engineering surface inspection, especially on edge devices where both accuracy and computational efficiency are essential. To address the challenges posed by crack directionality and blurred edges while enhancing performance, we propose a lightweight segme…

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