EA-HAS-Bench's SMI-based per-epoch energy measurements correlate poorly with an external power meter (Pearson 0.64) due to under-sampling in 39% of epochs, and the paper proposes design principles and a calibration method for more reliable energy-aware benchmarking.
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Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks
EA-HAS-Bench's SMI-based per-epoch energy measurements correlate poorly with an external power meter (Pearson 0.64) due to under-sampling in 39% of epochs, and the paper proposes design principles and a calibration method for more reliable energy-aware benchmarking.