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Predicting User Experience on Laptops from Hardware Specifications
Feb. 15, 2024, 5:41 a.m. | Saswat Padhi, Sunil K. Bhasin, Udaya K. Ammu, Alex Bergman, Allan Knies
cs.LG updates on arXiv.org arxiv.org
Abstract: Estimating the overall user experience (UX) on a device is a common challenge faced by manufacturers. Today, device makers primarily rely on microbenchmark scores, such as Geekbench, that stress test specific hardware components, such as CPU or RAM, but do not satisfactorily capture consumer workloads. System designers often rely on domain-specific heuristics and extensive testing of prototypes to reach a desired UX goal, and yet there is often a mismatch between the manufacturers' performance claims …
abstract arxiv challenge components consumer cpu cs.hc cs.lg designers experience hardware laptops makers stress test type workloads
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