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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 676–700 of 1915 papers

Title	Date	Tasks	Status	Hype
Multi-scale Attentive Image De-raining Networks via Neural Architecture Search	Jul 2, 2022	Neural Architecture SearchRain Removal	CodeCode Available	0
Multi-Prior Learning via Neural Architecture Search for Blind Face Restoration	Jun 28, 2022	Blind Face RestorationNeural Architecture Search	CodeCode Available	1
Quantum Neural Architecture Search with Quantum Circuits Metric and Bayesian Optimization	Jun 28, 2022	Bayesian OptimizationBIG-bench Machine Learning	—Unverified	0
Prior-Guided One-shot Neural Architecture Search	Jun 27, 2022	Neural Architecture Search	CodeCode Available	1
FEATHERS: Federated Architecture and Hyperparameter Search	Jun 24, 2022	AutoMLBIG-bench Machine Learning	—Unverified	0
Conformer Based Elderly Speech Recognition System for Alzheimer's Disease Detection	Jun 23, 2022	Alzheimer's Disease DetectionData Augmentation	—Unverified	0
FedorAS: Federated Architecture Search under system heterogeneity	Jun 22, 2022	Federated LearningNeural Architecture Search	—Unverified	0
Survival Kernets: Scalable and Interpretable Deep Kernel Survival Analysis with an Accuracy Guarantee	Jun 21, 2022	Neural Architecture SearchSurvival Analysis	CodeCode Available	0
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search	Jun 20, 2022	Neural Architecture Search	CodeCode Available	1
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search	Jun 18, 2022	BenchmarkingGraph Neural Network	CodeCode Available	1
FreeREA: Training-Free Evolution-based Architecture Search	Jun 17, 2022	Neural Architecture Search	CodeCode Available	1
DFG-NAS: Deep and Flexible Graph Neural Architecture Search	Jun 17, 2022	Neural Architecture SearchNode Classification	CodeCode Available	0
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes	Jun 17, 2022	Neural Architecture SearchQuantization	CodeCode Available	0
Neural Architecture Adaptation for Object Detection by Searching Channel Dimensions and Mapping Pre-trained Parameters	Jun 17, 2022	Classificationimage-classification	—Unverified	0
ERNAS: An Evolutionary Neural Architecture Search for Magnetic Resonance Image Reconstructions	Jun 15, 2022	MRI ReconstructionNeural Architecture Search	—Unverified	0
Improve Ranking Correlation of Super-net through Training Scheme from One-shot NAS to Few-shot NAS	Jun 13, 2022	Neural Architecture Search	CodeCode Available	0
EmProx: Neural Network Performance Estimation For Neural Architecture Search	Jun 13, 2022	BenchmarkingDecoder	CodeCode Available	0
Exploring the Intersection between Neural Architecture Search and Continual Learning	Jun 11, 2022	AutoMLContinual Learning	—Unverified	0
SDQ: Stochastic Differentiable Quantization with Mixed Precision	Jun 9, 2022	Knowledge DistillationNeural Architecture Search	—Unverified	0
Neural Prompt Search	Jun 9, 2022	Few-Shot LearningImage Classification	CodeCode Available	2
Towards Self-supervised and Weight-preserving Neural Architecture Search	Jun 8, 2022	Neural Architecture Search	CodeCode Available	0
RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation	Jun 8, 2022	MRI segmentationNeural Architecture Search	—Unverified	0
TransBO: Hyperparameter Optimization via Two-Phase Transfer Learning	Jun 6, 2022	Hyperparameter OptimizationNeural Architecture Search	—Unverified	0
Transfer Learning based Search Space Design for Hyperparameter Tuning	Jun 6, 2022	Bayesian OptimizationBIG-bench Machine Learning	—Unverified	0
AGNAS: Attention-Guided Micro- and Macro-Architecture Search	Jun 5, 2022	Neural Architecture Search	CodeCode Available	0

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All datasets ImageNet NAS-Bench-201, ImageNet-16-120 CIFAR-10 NAS-Bench-201, CIFAR-100 NAS-Bench-201, CIFAR-10 CIFAR-10 Image Classification CIFAR-100 NATS-Bench Topology, CIFAR-10 NATS-Bench Topology, CIFAR-100 NATS-Bench Topology, ImageNet16-120 Food-101 NAS-Bench-101

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SPOS (ProxylessNAS (GPU) latency)	Accuracy	75.3	—	Unverified
2	SPOS (FBNet-C latency)	Accuracy	75.1	—	Unverified
3	SPOS (block search + channel search)	Accuracy	74.7	—	Unverified
4	MUXNet-xs	Top-1 Error Rate	33.3	—	Unverified
5	FBNetV2-F1	Top-1 Error Rate	31.7	—	Unverified
6	LayerNAS-60M	Top-1 Error Rate	31	—	Unverified
7	NASGEP	Top-1 Error Rate	29.51	—	Unverified
8	MUXNet-s	Top-1 Error Rate	28.4	—	Unverified
9	NN-MASS-A	Top-1 Error Rate	27.1	—	Unverified
10	FBNetV2-F3	Top-1 Error Rate	26.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CR-LSO	Accuracy (Test)	46.98	—	Unverified
2	Shapley-NAS	Accuracy (Test)	46.85	—	Unverified
3	β-RDARTS-L2	Accuracy (Test)	46.71	—	Unverified
4	β-SDARTS-RS	Accuracy (Test)	46.71	—	Unverified
5	ASE-NAS+	Accuracy (Val)	46.66	—	Unverified
6	NAR	Accuracy (Test)	46.66	—	Unverified
7	BaLeNAS-TF	Accuracy (Test)	46.54	—	Unverified
8	AG-Net	Accuracy (Test)	46.42	—	Unverified
9	Local search	Accuracy (Test)	46.38	—	Unverified
10	NASBOT	Accuracy (Test)	46.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Balanced Mixture	Accuracy (% )	91.55	—	Unverified
2	GDAS	Top-1 Error Rate	3.4	—	Unverified
3	Bonsai-Net	Top-1 Error Rate	3.35	—	Unverified
4	Net2 (2)	Top-1 Error Rate	3.3	—	Unverified
5	μDARTS	Top-1 Error Rate	3.28	—	Unverified
6	NN-MASS- CIFAR-C	Top-1 Error Rate	3.18	—	Unverified
7	NN-MASS- CIFAR-A	Top-1 Error Rate	3	—	Unverified
8	DARTS (first order)	Top-1 Error Rate	3	—	Unverified
9	NASGEP	Top-1 Error Rate	2.82	—	Unverified
10	AlphaX-1 (cutout NASNet)	Top-1 Error Rate	2.82	—	Unverified