SOTAVerified

Neural Architecture Search

Neural architecture search (NAS) is a technique for automating the design of artificial neural networks (ANN), a widely used model in the field of machine learning. NAS essentially takes the process of a human manually tweaking a neural network and learning what works well, and automates this task to discover more complex architectures.

Image Credit : NAS with Reinforcement Learning

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1626–1650 of 1915 papers

TitleStatusHype
Differentiable Multi-Fidelity Fusion: Efficient Learning of Physics Simulations with Neural Architecture Search and Transfer Learning—0
D'OH: Decoder-Only Random Hypernetworks for Implicit Neural Representations—0
Domain Adaptation by Maximizing Population Correlation with Neural Architecture Search—0
DONNAv2 -- Lightweight Neural Architecture Search for Vision tasks—0
Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search—0
Don't be picky, all students in the right family can learn from good teachers—0
Double Oracle Neural Architecture Search for Game Theoretic Deep Learning Models—0
SDQ: Stochastic Differentiable Quantization with Mixed Precision—0
DQNAS: Neural Architecture Search using Reinforcement Learning—0
Differentiable Meta Multigraph Search with Partial Message Propagation on Heterogeneous Information Networks—0
SEAL: Searching Expandable Architectures for Incremental Learning—0
Differentiable Mask for Pruning Convolutional and Recurrent Networks—0
Differentiable Graph Optimization for Neural Architecture Search—0
Searching a High-Performance Feature Extractor for Text Recognition Network—0
AMEIR: Automatic Behavior Modeling, Interaction Exploration and MLP Investigation in the Recommender System—0
Dynamical Isometry based Rigorous Fair Neural Architecture Search—0
Dynamic Cell Structure via Recursive-Recurrent Neural Networks—0
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound—0
Differentiable Feature Aggregation Search for Knowledge Distillation—0
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound—0
DNS-Rec: Data-aware Neural Architecture Search for Recommender Systems—0
A Memetic Algorithm based on Variational Autoencoder for Black-Box Discrete Optimization with Epistasis among Parameters—0
Ecological Neural Architecture Search—0
EcoNAS: Finding Proxies for Economical Neural Architecture Search—0
Searching Efficient Model-guided Deep Network for Image Denoising—0
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All datasetsImageNetNAS-Bench-201, ImageNet-16-120CIFAR-10NAS-Bench-201, CIFAR-100NAS-Bench-201, CIFAR-10CIFAR-10 Image ClassificationCIFAR-100NATS-Bench Topology, CIFAR-10NATS-Bench Topology, CIFAR-100NATS-Bench Topology, ImageNet16-120Food-101NAS-Bench-101

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SPOS (ProxylessNAS (GPU) latency)Accuracy75.3—Unverified
2SPOS (FBNet-C latency)Accuracy75.1—Unverified
3SPOS (block search + channel search)Accuracy74.7—Unverified
4MUXNet-xsTop-1 Error Rate33.3—Unverified
5FBNetV2-F1Top-1 Error Rate31.7—Unverified
6LayerNAS-60MTop-1 Error Rate31—Unverified
7NASGEPTop-1 Error Rate29.51—Unverified
8MUXNet-sTop-1 Error Rate28.4—Unverified
9NN-MASS-ATop-1 Error Rate27.1—Unverified
10FBNetV2-F3Top-1 Error Rate26.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CR-LSOAccuracy (Test)46.98—Unverified
2Shapley-NASAccuracy (Test)46.85—Unverified
3β-RDARTS-L2Accuracy (Test)46.71—Unverified
4β-SDARTS-RSAccuracy (Test)46.71—Unverified
5ASE-NAS+Accuracy (Val)46.66—Unverified
6NARAccuracy (Test)46.66—Unverified
7BaLeNAS-TFAccuracy (Test)46.54—Unverified
8AG-NetAccuracy (Test)46.42—Unverified
9Local searchAccuracy (Test)46.38—Unverified
10NASBOTAccuracy (Test)46.37—Unverified
#ModelMetricClaimedVerifiedStatus
1Balanced MixtureAccuracy (% )91.55—Unverified
2GDASTop-1 Error Rate3.4—Unverified
3Bonsai-NetTop-1 Error Rate3.35—Unverified
4Net2 (2)Top-1 Error Rate3.3—Unverified
5μDARTSTop-1 Error Rate3.28—Unverified
6NN-MASS- CIFAR-CTop-1 Error Rate3.18—Unverified
7NN-MASS- CIFAR-ATop-1 Error Rate3—Unverified
8DARTS (first order)Top-1 Error Rate3—Unverified
9NASGEPTop-1 Error Rate2.82—Unverified
10AlphaX-1 (cutout NASNet)Top-1 Error Rate2.82—Unverified