cs.AR · 2026-08-12 · No. 82
Hardware Architecture, 2026-08-12.
1 new papers in cs.AR. Titles, authors,
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01 — The papers
1 entries-
01
CARB: A Characterization-Guided Framework for CNN Inference Cost Prediction and Deployment Screening
Linh Nguyen, Zhixin Pan
cs.AR · cs.LG · cs.PF
Accurate pre-deployment estimation of CNN inference cost--energy, latency, and peak memory--is increasingly critical as models are deployed on resource-constrained GPU platforms. Existing approaches rely on FLOPs, latency measurements, or single-device profiling as energy proxies, overlooking the non-linear interactions between architectural design and hardware load. We present a workload characterization study of 13 419 CNN configurations on...
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