Author

Xinyue Ma

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Preprint Oct 2026

ShoreKeeper: Accelerating Iterative Data Analytics in the Cloud via Distributed Recovery-Cost-Aware Caching

Large-scale data-intensive workloads powered by iterative graph or machine learning processing have an insatiable demand for memory due to the continuous generation of new intermediate data. Although existing caching strategies strive to keep performance-critical data in memory, they often fail in practice because they...

Jongseop Lee, Min-Sui Sun, Xinyue Ma et al. · 0 citations

#edge computing Preprint Oct 2026

DIALER: A Case for Improving Rare-Class Accuracy in Retraining-Free Edge Video Analytics

DIALER is designed, a system that exploits the spare compute cycles freed by retraining-free VFM inference to mitigate rare-class misclassifications and improves rare-class accuracy by up to 14.0% without interfering with real-time VFM inference for multi-stream analytics.

Dongyoon Ryu, Sungho Jeon, Xinyue Ma et al. · 0 citations