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Ling-Yun Yang

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Preprint Sep 2026

KREX: Concurrent Kernel Benchmarking on Shared GPUs via Region-Granular Exclusivity

LLM agents automate GPU kernel optimization by repeatedly composing candidates and measuring their duration on real GPUs. Existing systems preserve measurement fidelity by reserving a GPU for an entire agent session or benchmarking command. However, this results in poor utilization because only a small fraction of comm...

Tian-Yu Feng, Hao-Xuan Yu, Tian-Yuan Wu et al. · 0 citations
Jul 2026

ServerlessT2I: Efficient Text-to-Image Workflow Serving on a Serverless Platform

ServerlessT2I is presented, a serverless-native system that decomposes a T2I workflow into loosely coupled model functions that can be independently managed and scheduled and introduces a fair scheduler for multi-tenant serving.

Xiao-Xiao Jiang, Su-Yi Li, Sheng Yao et al. · 0 citations

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