Author

Junyu Xue

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#machine learning Preprint Sep 2026

Ask for Any Appliance: A Prompt-Programmable Foundation Model for Non-Intrusive Load Monitoring

Non-intrusive load monitoring (NILM) estimates appliance-level consumption from a whole-home meter, but appliance-specific models and fixed output inventories make coverage costly to extend. We present FM4NILM (Foundation Model for NILM), a single prompt-programmable model that estimates a requested appliance's power t...

Xu-Dong Wang, Jia-Cheng Cui, Jun-Yu Xue et al. · 0 citations

Oct 2026

<inline-formula><tex-math notation="LaTeX">${\sf BandPilot}$</tex-math><alternatives><mml:math><mml:mi mathvariant="sans-serif">BandPilot</mml:mi></mml:math><inline-graphic xlink:href="tang-ieq1-3716225.gif"/></alternatives></inline-formula>: Toward Performance- and Contention-Aware GPU Dispatching

Modern multi-tenant AI clusters are increasingly communication-bound, driven by high-volume and multi-round GPU-to-GPU collective communication. Consequently, the GPU dispatcher’s choice of a physical GPU subset for each tenant largely determines the job’s effective collective bandwidth and thus its performance ceiling...

Kunming Zhang, Hanlong Liao, Junyu Xue et al. · IEEE Transactions on Paralle... · 0 citations