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Author

Chunhui Ai

soochow university

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Sep 2026

Dual-Timescale Control for SDN-Enabled Collaborative Inference

In dynamic edge networks, multi-node collaborative inference often suffers from amplified tail latency due to background traffic competition and node load variations. While existing work focuses on static computation-side optimization, it lacks online control over dynamic network factors. To bridge this gap, we propose...

Chunhui Ai, Wen-Yun Ma, Chen-Shan Ren · 0 citations
Open access Aug 2026

Microbial evolution, biogeochemical functions, and environmental adaptations in a desert saline lake on the Qinghai–Tibet Plateau

The Eboliang Hu saline lakes in the hyper-arid Qaidam Basin is a high-altitude, weakly acidic hypersaline system with strong environmental gradients and limited nitrogen availability. To resolve its microbial ecology and evolutionary context, we performed genome-resolved metagenomic sequencing across four distinct habi...

Haoran Wang, Chunhui Ai, A. Barcan et al. · 0 citations

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