NATS-Bench
Introduced by Dong et al. in NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size
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 SizeBenchmarks
| Trend | Task | Dataset Variant | Best Model | Paper | Code |
|---|---|---|---|---|---|
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NATS-Bench Topology, ImageNet16-120
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LayerNAS
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NATS-Bench Topology, CIFAR-10
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LayerNAS
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NATS-Bench Topology, CIFAR-100
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LayerNAS
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NATS-Bench Size, CIFAR-10
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BossNAS
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NATS-Bench Size, CIFAR-100
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BossNAS
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NATS-Bench Size, ImageNet16-120
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LayerNAS
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Papers
| Paper | Code | Results | Date | Stars |
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