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Stylianos I. Venieris

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#artificial intelligence Preprint Sep 2026

MANE: A Multi-Path Adaptive Network for Edge Onloading of Deep Neural Networks

Split computing constitutes a widely used distributed inference approach, where a lightweight head model is onloaded onto the device and a heavier tail model resides on an edge server, leveraging the growing computational capabilities of modern System-on-Chips while alleviating server load. As intelligent indoor enviro...

Sokratis Nikolaidis, Stylianos I. Venieris, Leonidas Malachias et al. · 0 citations

#artificial intelligence Jun 2026

WhiFlash: Accelerating Speculative Decoding with Token-Level Cross-Paradigm Routing

This work empirically finds that drafting accuracy fluctuates dramatically within a single sequence, leaving significant performance unrealised by static paradigms and coarse-grained routing, and introduces WhiFlash, the first cross-paradigm SD method that unifies autoregressive and diffusion-based parallel drafting un...

Youngjin Kwon, Miles Williams, Rui Li et al. · arXiv.org · 1 citation