NATS-Bench

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A unified benchmark on searching for both topology and size, for (almost) any up-to-date NAS algorithm. NATS-Bench includes the search space of 15,625 neural cell candidates for architecture topology and 32,768 for architecture size on three datasets. Source: [NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size](/paper/nats-bench-benchmarking-nas-algorithms-for)

벤치마크

Neural Architecture Search on NATS-Bench Topology, CIFAR-10 결과 22개

Neural Architecture Search on NATS-Bench Topology, CIFAR-100 결과 22개

Neural Architecture Search on NATS-Bench Topology, ImageNet16-120 결과 22개

Neural Architecture Search on NATS-Bench Size, CIFAR-10 결과 10개

Neural Architecture Search on NATS-Bench Size, CIFAR-100 결과 10개

Neural Architecture Search on NATS-Bench Size, ImageNet16-120 결과 8개