Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?

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Benchmark Model Rank Results
architecture-search-on-cifar-10-imagearch2vec#13Percentage error: 2.56Params: 3.6Search Time (GPU days): 10.5
neural-architecture-search-on-cifar-10arch2vec#22Top-1 Error Rate: 2.56%Parameters: 3.6MSearch Time (GPU days): 10.5
neural-architecture-search-on-nas-bench-201arch2vec#16Accuracy (Test): 46.27
neural-architecture-search-on-nas-bench-201-1arch2vec#11Accuracy (Test): 94.18Accuracy (Val): 91.41Search time (s): 12000
neural-architecture-search-on-nas-bench-201-2arch2vec#10Accuracy (Test): 73.37Accuracy (Val): 73.35

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