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What metrics were used to measure the b-DARTS (CIFAR-10) model in the $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the DenseNAS-Large model in the Densely Connected Search Space for More Flexible Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the sharpDARTS model in the sharpDARTS: Faster and More Accurate Differentiable Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the FBNetV2-F4 model in the FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the GAEA PC-DARTS model in the Geometry-Aware Gradient Algorithms for Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the GATES model in the A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the SGAS model in the SGAS: Sequential Greedy Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the DU-DARTS model in the DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the HardcoreNAS_A model in the HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the PC-DARTS (ImageNet) model in the PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the SCARLET-C model in the SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the EvNAS-B model in the Evolving Neural Architecture Using One Shot Model paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the EvNAS-A model in the Evolving Neural Architecture Using One Shot Model paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the LayerNAS-220M model in the LayerNAS: Neural Architecture Search in Polynomial Complexity paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the AlphaX-1 model in the AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the ISyNet-N0 model in the ISyNet: Convolutional Neural Networks design for AI accelerator paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the Evo-NAS model in the paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the FairNAS-A model in the FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the MUXNet-m model in the MUXConv: Information Multiplexing in Convolutional Neural Networks paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the iDARTS (ImageNet) model in the iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the ProxylesNAS model in the ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the FairNAS-B model in the FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the EvNAS-C model in the Evolving Neural Architecture Using One Shot Model paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the SharpSepConvDARTS model in the sharpDARTS: Faster and More Accurate Differentiable Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the iDARTS (CIFAR-10) model in the iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the RandWire-WS (small) model in the Exploring Randomly Wired Neural Networks for Image Recognition paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the FairNAS-C model in the FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the EEEA-Net-C1 (b=7) (our) model in the EEEA-Net: An Early Exit Evolutionary Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the MemNAS model in the MemNAS: Memory-Efficient Neural Architecture Search With Grow-Trim Learning paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the GDAS model in the paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the NN-MASS-B model in the How does topology of neural architectures impact gradient propagation and model performance? paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the DARTS model in the DARTS: Differentiable Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the FBNetV2-F3 model in the FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the NN-MASS-A model in the How does topology of neural architectures impact gradient propagation and model performance? paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the MUXNet-s model in the MUXConv: Information Multiplexing in Convolutional Neural Networks paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the NASGEP model in the Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space: A Gene Expression Programming Approach paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the LayerNAS-60M model in the LayerNAS: Neural Architecture Search in Polynomial Complexity paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the FBNetV2-F1 model in the FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the MUXNet-xs model in the MUXConv: Information Multiplexing in Convolutional Neural Networks paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the SPOS (ProxylessNAS (GPU) latency) model in the Single Path One-Shot Neural Architecture Search with Uniform Sampling paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the SPOS (FBNet-C latency) model in the Single Path One-Shot Neural Architecture Search with Uniform Sampling paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the SPOS (block search + channel search) model in the Single Path One-Shot Neural Architecture Search with Uniform Sampling paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the PNAS model in the Progressive Neural Architecture Search paper on the ImageNet dataset?
Top-1 Error Rate, Accuracy, Params, MACs, FLOPs
What metrics were used to measure the NAT-M4 model in the Neural Architecture Transfer paper on the FGVC Aircraft dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M3 model in the Neural Architecture Transfer paper on the FGVC Aircraft dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M2 model in the Neural Architecture Transfer paper on the FGVC Aircraft dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M1 model in the Neural Architecture Transfer paper on the FGVC Aircraft dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M4 model in the Neural Architecture Transfer paper on the DTD dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M3 model in the Neural Architecture Transfer paper on the DTD dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M2 model in the Neural Architecture Transfer paper on the DTD dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M1 model in the Neural Architecture Transfer paper on the DTD dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the BossNAS model in the BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search paper on the NATS-Bench Size, CIFAR-10 dataset?
Kendall's Tau, Spearman's Rho, Pearson R, Acc. (test), Test Accuracy, Validation Accuracy
What metrics were used to measure the LayerNAS model in the LayerNAS: Neural Architecture Search in Polynomial Complexity paper on the NATS-Bench Size, CIFAR-10 dataset?
Kendall's Tau, Spearman's Rho, Pearson R, Acc. (test), Test Accuracy, Validation Accuracy
What metrics were used to measure the LayerNAS model in the LayerNAS: Neural Architecture Search in Polynomial Complexity paper on the NAS-Bench-101 dataset?
Accuracy (%), Spearman Correlation
What metrics were used to measure the Improved FireFly Algorithme model in the Improving Neural Architecture Search by Mixing a FireFly algorithm with a Training Free Evaluation paper on the NAS-Bench-101 dataset?
Accuracy (%), Spearman Correlation
What metrics were used to measure the FireFly model in the Improving Neural Architecture Search by Mixing a FireFly algorithm with a Training Free Evaluation paper on the NAS-Bench-101 dataset?
Accuracy (%), Spearman Correlation
What metrics were used to measure the GenNAS model in the Generic Neural Architecture Search via Regression paper on the NAS-Bench-101 dataset?
Accuracy (%), Spearman Correlation
What metrics were used to measure the NAT-M4 model in the Neural Architecture Transfer paper on the Oxford 102 Flowers dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M3 model in the Neural Architecture Transfer paper on the Oxford 102 Flowers dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M2 model in the Neural Architecture Transfer paper on the Oxford 102 Flowers dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M1 model in the Neural Architecture Transfer paper on the Oxford 102 Flowers dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M4 model in the Neural Architecture Transfer paper on the STL-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M3 model in the Neural Architecture Transfer paper on the STL-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M2 model in the Neural Architecture Transfer paper on the STL-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M1 model in the Neural Architecture Transfer paper on the STL-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M4 model in the Neural Architecture Transfer paper on the CINIC-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M3 model in the Neural Architecture Transfer paper on the CINIC-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M2 model in the Neural Architecture Transfer paper on the CINIC-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NAT-M1 model in the Neural Architecture Transfer paper on the CINIC-10 dataset?
Accuracy (%), FLOPS, PARAMS
What metrics were used to measure the NASLung (ours) model in the Learning Efficient, Explainable and Discriminative Representations for Pulmonary Nodules Classification paper on the LIDC-IDRI dataset?
F1 score, Specificity (VEB+)
What metrics were used to measure the LayerNAS model in the LayerNAS: Neural Architecture Search in Polynomial Complexity paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the PPO (Schulman et al., 2017) model in the Proximal Policy Optimization Algorithms paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the EigenNas (Zhu et al., 2022) model in the Generalization Properties of NAS under Activation and Skip Connection Search paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the RE (Real et al., 2019) model in the Regularized Evolution for Image Classifier Architecture Search paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the TE-NAS (Chen et al., 2021) model in the Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the NASI (Shu et al., 2021) model in the NASI: Label- and Data-agnostic Neural Architecture Search at Initialization paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the FairNAS (Chu et al., 2021) model in the FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the KNAS (Xu et al., 2021) model in the KNAS: Green Neural Architecture Search paper on the NATS-Bench Topology, CIFAR-100 dataset?
Test Accuracy
What metrics were used to measure the Sparse Neural Network model in the Structural Analysis of Sparse Neural Networks paper on the MNIST dataset?
R2
What metrics were used to measure the LayerNAS model in the LayerNAS: Neural Architecture Search in Polynomial Complexity paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the RE (Real et al., 2019) model in the Regularized Evolution for Image Classifier Architecture Search paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the PPO (Schulman et al., 2017) model in the Proximal Policy Optimization Algorithms paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the TE-NAS (Chen et al., 2021) model in the Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the NASI (Shu et al., 2021) model in the NASI: Label- and Data-agnostic Neural Architecture Search at Initialization paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the EigenNas (Zhu et al., 2022) model in the Generalization Properties of NAS under Activation and Skip Connection Search paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the FairNAS (Chu et al., 2021) model in the FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the KNAS (Xu et al., 2021) model in the KNAS: Green Neural Architecture Search paper on the NATS-Bench Topology, CIFAR-10 dataset?
Test Accuracy
What metrics were used to measure the β-DARTS model in the $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the Shapley-NAS model in the Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the DrNAS model in the DrNAS: Dirichlet Neural Architecture Search paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the AG-Net model in the Learning Where To Look -- Generative NAS is Surprisingly Efficient paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the Λ-DARTS model in the $Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the CR-LSO model in the CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the GAEA DARTS (ERM) model in the Geometry-Aware Gradient Algorithms for Neural Architecture Search paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the arch2vec model in the Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the α-DARTS model in the $α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the TNAS model in the When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the BaLeNAS-TF model in the BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the RF-DARTS model in the Differentiable Architecture Search with Random Features paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)
What metrics were used to measure the NAR model in the Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search paper on the NAS-Bench-201, CIFAR-100 dataset?
Accuracy (Test), Accuracy (Val), Search time (s)