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Yu-Xin Liang

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Conference Aug 2026

Tiered Speculative Decoding with Uplink Scheduling for End-Edge LLM Inference

With the large-scale deployment of LLM-driven services, centralized cloud inference faces increasing serving loads and latency bottlenecks. End-edge collaborative speculative decoding has emerged as a promising paradigm because its draftand-verify mechanism enables efficient collaboration between local generation and e...

Yi-Bai Liu, Yu-Xin Liang, Yu-Xin Kong et al. · 0 citations
#edge computing Oct 2026

Frequency-Guided Acceleration of Diffusion-Based Interactive Denoising in Mobile Edge Networks

Artificial Intelligence-Generated Content is reshaping interactive content creation. However, provisioning diffusion-based interactive denoising services in mobile edge networks remains challenging, due to the demanding computation and communication resources. To address these challenges, in this paper, we investigate...

Yu-Xin Liang, Peng Yang, Zi-Qi Zhou et al. · 1 citation

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