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cs.LG2022★ 2 cited
GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation
Ondrej Sykora, Phitchaya Mangpo Phothilimthana, Charith Mendis +1
Analytical hardware performance models yield swift estimation of desired hardware performance metrics. However, developing these analytical models for modern processors with sophis…
cs.LG2020
DiffTune: Optimizing CPU Simulator Parameters with Learned Differentiable Surrogates
Alex Renda, Yishen Chen, Charith Mendis +1
CPU simulators are useful tools for modeling CPU execution behavior. However, they suffer from inaccuracies due to the cost and complexity of setting their fine-grained parameters,…