EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks May 28, 2019 Action Recognition Domain Generalization
Code Code Available Dynamic Cell Structure via Recursive-Recurrent Neural Networks May 25, 2019 Language Modelling Neural Architecture Search
— Unverified Network Pruning via Transformable Architecture Search May 23, 2019 Knowledge Distillation Network Pruning
Code Code Available Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search May 21, 2019 image-classification Image Classification
Code Code Available DARC: Differentiable ARchitecture Compression May 20, 2019 image-classification Image Classification
— Unverified Multinomial Distribution Learning for Effective Neural Architecture Search May 18, 2019 GPU Neural Architecture Search
Code Code Available AutoDispNet: Improving Disparity Estimation With AutoML May 17, 2019 AutoML Bayesian Optimization
Code Code Available DeepSwarm: Optimising Convolutional Neural Networks using Swarm Intelligence May 17, 2019 Neural Architecture Search
Code Code Available Regularized Evolutionary Algorithm for Dynamic Neural Topology Search May 15, 2019 Evolutionary Algorithms Neural Architecture Search
— Unverified Deep Neural Architecture Search with Deep Graph Bayesian Optimization May 14, 2019 Bayesian Optimization Gaussian Processes
Code Code Available BayesNAS: A Bayesian Approach for Neural Architecture Search May 13, 2019 GPU Neural Architecture Search
— Unverified Dynamic Routing Networks May 13, 2019 Neural Architecture Search
— Unverified Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints May 12, 2019 General Classification image-classification
Code Code Available EENA: Efficient Evolution of Neural Architecture May 10, 2019 General Classification GPU
Code Code Available Single-Path NAS: Device-Aware Efficient ConvNet Design May 10, 2019 General Classification GPU
— Unverified Seesaw-Net: Convolution Neural Network With Uneven Group Convolution May 9, 2019 image-classification Image Classification
Code Code Available Efficient Neural Architecture Search on Low-Dimensional Data for OCT Image Segmentation May 7, 2019 Deep Learning Image Segmentation
— Unverified Neural Architecture Refinement: A Practical Way for Avoiding Overfitting in NAS May 7, 2019 Face Recognition Neural Architecture Search
— Unverified Searching for MobileNetV3 May 6, 2019 Classification Decoder
Code Code Available Differentiable Architecture Search with Ensemble Gumbel-Softmax May 6, 2019 Neural Architecture Search
— Unverified Fast and Reliable Architecture Selection for Convolutional Neural Networks May 6, 2019 Bayesian Optimisation BIG-bench Machine Learning
Code Code Available A Survey on Neural Architecture Search May 4, 2019 Data Augmentation Deep Learning
— Unverified Probabilistic Model-Based Dynamic Architecture Search May 1, 2019 image-classification Image Classification
— Unverified Single Shot Neural Architecture Search Via Direct Sparse Optimization May 1, 2019 Neural Architecture Search Reinforcement Learning
— Unverified AdaNet: A Scalable and Flexible Framework for Automatically Learning Ensembles Apr 30, 2019 CPU GPU
Code Code Available Progressive Differentiable Architecture Search: Bridging the Depth Gap between Search and Evaluation Apr 29, 2019 GPU Neural Architecture Search
Code Code Available TreeGrad: Transferring Tree Ensembles to Neural Networks Apr 25, 2019 BIG-bench Machine Learning Neural Architecture Search
Code Code Available D-VAE: A Variational Autoencoder for Directed Acyclic Graphs Apr 24, 2019 Bayesian Optimization BIG-bench Machine Learning
Code Code Available GraphNAS: Graph Neural Architecture Search with Reinforcement Learning Apr 22, 2019 General Classification Inductive Learning
Code Code Available Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks Apr 22, 2019 Network Pruning Neural Architecture Search
Code Code Available Neural Architecture Search for Deep Face Recognition Apr 21, 2019 AutoML Face Recognition
— Unverified Language Models with Transformers Apr 20, 2019 Computational Efficiency Language Modeling
Code Code Available NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection Apr 16, 2019 Neural Architecture Search Object
Code Code Available Resource Constrained Neural Network Architecture Search: Will a Submodularity Assumption Help? Apr 8, 2019 Neural Architecture Search Reinforcement Learning
Code Code Available ASAP: Architecture Search, Anneal and Prune Apr 8, 2019 GPU Neural Architecture Search
— Unverified WeNet: Weighted Networks for Recurrent Network Architecture Search Apr 8, 2019 General Classification image-classification
— Unverified Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours Apr 5, 2019 General Classification GPU
Code Code Available Branched Multi-Task Networks: Deciding What Layers To Share Apr 5, 2019 Multi-Task Learning Neural Architecture Search
— Unverified Architecture Search of Dynamic Cells for Semantic Video Segmentation Apr 4, 2019 GPU Neural Architecture Search
— Unverified Meta-learning Convolutional Neural Architectures for Multi-target Concrete Defect Classification with the COncrete DEfect BRidge IMage Dataset Apr 2, 2019 General Classification Meta-Learning
Code Code Available Exploring Randomly Wired Neural Networks for Image Recognition Apr 2, 2019 Image Classification Neural Architecture Search
Code Code Available Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting Mar 31, 2019 Continual Learning Neural Architecture Search
— Unverified Understanding Neural Architecture Search Techniques Mar 31, 2019 Computational Efficiency Graph Similarity
— Unverified Single Path One-Shot Neural Architecture Search with Uniform Sampling Mar 31, 2019 Neural Architecture Search Quantization
Code Code Available AutoSlim: Towards One-Shot Architecture Search for Channel Numbers Mar 27, 2019 Neural Architecture Search Reinforcement Learning
Code Code Available Deep Demosaicing for Edge Implementation Mar 26, 2019 Demosaicking Neural Architecture Search
— Unverified AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search Mar 26, 2019 GPU Image Captioning
Code Code Available DetNAS: Backbone Search for Object Detection Mar 26, 2019 General Classification image-classification
Code Code Available Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification Mar 23, 2019 Classification General Classification
Code Code Available sharpDARTS: Faster and More Accurate Differentiable Architecture Search Mar 23, 2019 Hyperparameter Optimization Image Classification
Code Code Available 