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Release data for epsinas
Release data for the results reported in the epsinas paper: arxiv.org/abs/2302.04406.
Contents
Contains the results of the experiments with NAS-Bench-101, NAS-Bench-201 and NAS-Bench NLP benchmark NAS spaces. We provide pickle data files and figures for the main epsinas evaluation and ablation studies.
The files are split according to the search space. Depending on the benchmark, the directories may contain:
- evaluation. Evaluation of epsinas for all neural architecture from the benchmark.
- ablation. Various ablation studies related to the given dataset.
- integration. Results of the integration with Evolutionary search and Random search.
- average_performance. Reports average accuracy of the architecture selected with epsinas metric when choosing from a subset of 100/1000 architectures over 500 runs (Table 3 in the paper).
- computational_efficiency. Contains the results of the computational efficiency study.
For NAS-Bench-201, these subdirs are further split based on the dataset used for evaluation (CIFAR10, CIFAR100, or ImageNet).
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