Author

Min-Jia Zhang

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#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

Preprint Aug 2026

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding

Block-diffusion drafters like dFlash generate an entire block of draft tokens in a single forward pass, drastically reducing the overhead of multiple-token drafting in speculative decoding. The crucial final step of the single-pass discrete denoising process involves using the logit distribution at each position to sam...

Zheng Wang, Davis Wertheimer, Y. Lim et al. · 2 citations