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Author

Jun-Yu Mai

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Review Open access Sep 2026

Efficient Diffusion Models for Image Generation: A Cost-Decomposition Perspective

This paper provides a compact framework for comparing efficient image diffusion methods and for selecting acceleration strategies under different deployment scenarios and highlights that efficient diffusion is not simply a matter of using fewer sampling steps.

Jun-Yu Mai · 0 citations
Jul 2026

Queue‐Aware Learning‐Based Online Path and Workload Optimization for In‐Network Computing

Recently, in‐network computing has been proposed as a new paradigm to integrate computation and communication at the network edge, enabling data to be processed while being transmitted toward its destination. To achieve this, the problem of joint optimization of computation path selection and workload allocation has ga...

Junyu Mai, Tian Yang, Ouyang Sheng et al. · 0 citations

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