ML Research Wiki / Benchmarks / Neural Architecture Search / CIFAR-10

CIFAR-10

Neural Architecture Search Benchmark

Performance Over Time

📊 Showing 36 results | 📏 Metric: Top-1 Error Rate

Top Performing Models

Rank Model Paper Top-1 Error Rate Date Code
1 FairNAS-A 📚 FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search 391.00 2019-07-03 📦 xiaomi-automl/FairNAS 📦 fairnas/FairNAS
2 AlphaX-1 (cutout NASNet) AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search 224.00 2019-03-26 📦 linnanwang/AlphaX-NASBench101
3 Balanced Mixture Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture 91.55 2023-06-21 📦 mehravehj/Balanced-Mixture-of-SuperNets
4 arch2vec Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? 10.50 2020-06-12 📦 MSU-MLSys-Lab/arch2vec
5 CATE CATE: Computation-aware Neural Architecture Encoding with Transformers 10.30 2021-02-14 📦 MSU-MLSys-Lab/CATE
6 DARTS (second order) DARTS: Differentiable Architecture Search 4.00 2018-06-24 📦 google-research/google-research 📦 quark0/darts 📦 osmr/imgclsmob
7 sharpDARTS sharpDARTS: Faster and More Accurate Differentiable Architecture Search 1.80 2019-03-23 📦 ahundt/sharpDARTS 📦 yangyucheng000/Paper-2
8 SETN (T=1K) + CutOut One-Shot Neural Architecture Search via Self-Evaluated Template Network 1.80 2019-10-13 📦 D-X-Y/NAS-Projects 📦 D-X-Y/GDAS 📦 D-X-Y/AutoDL-Projects 📦 xxlya/COS598D_Assignment1
9 DARTS (first order) DARTS: Differentiable Architecture Search 1.50 2018-06-24 📦 google-research/google-research 📦 quark0/darts 📦 osmr/imgclsmob
10 NAT-M4 📚 Neural Architecture Transfer 1.00 2020-05-12 📦 human-analysis/neural-architecture-transfer 📦 awesomelemon/encas

All Papers (36)