DARTS: Differentiable Architecture Search

24 June 2018

Papers citing "DARTS: Differentiable Architecture Search"

50 / 726 papers shown

Title
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 66 366 0 20 Sep 2019
Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks Zhonghui You Kun Yan Jinmian Ye Meng Ma Ping Wang 3DPC 16 246 0 18 Sep 2019
Pose Neural Fabrics Search Sen Yang Wankou Yang Zhen Cui 39 18 0 16 Sep 2019
Graph-guided Architecture Search for Real-time Semantic Segmentation Peiwen Lin Peng Sun Guangliang Cheng Sirui Xie Xi Li Jianping Shi GNN 3DPC 16 94 0 15 Sep 2019
DARTS+: Improved Differentiable Architecture Search with Early Stopping Hanwen Liang Shifeng Zhang Jiacheng Sun Xingqiu He Weiran Huang Kechen Zhuang Zhenguo Li 17 287 0 13 Sep 2019
Knowledge Transfer Graph for Deep Collaborative Learning Soma Minami Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 20 9 0 10 Sep 2019
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 61 178 0 07 Sep 2019
RNN Architecture Learning with Sparse Regularization Jesse Dodge Roy Schwartz Hao Peng Noah A. Smith 20 10 0 06 Sep 2019
Customizable Architecture Search for Semantic Segmentation Yiheng Zhang Zhaofan Qiu Jingen Liu Ting Yao Dong Liu Tao Mei 22 142 0 26 Aug 2019
Survey on Deep Neural Networks in Speech and Vision Systems M. Alam Manar D. Samad Lasitha Vidyaratne Alexander M. Glandon Khan M. Iftekharuddin 3DV VLM AI4TS 31 205 0 16 Aug 2019
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search Xiangxiang Chu Bo-Wen Zhang Qingyuan Li Ruijun Xu Xudong Li 18 24 0 16 Aug 2019
Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations Bohan Zhuang Jing Liu Mingkui Tan Lingqiao Liu Ian Reid Chunhua Shen MQ 26 44 0 10 Aug 2019
SqueezeNAS: Fast neural architecture search for faster semantic segmentation Albert Eaton Shaw D. Hunter F. Iandola Sammy Sidhu SSeg 21 73 0 05 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao X. Chu 20 1,419 0 02 Aug 2019
Learnable Parameter Similarity Guangcong Wang Jianhuang Lai Wenqi Liang Guangrun Wang 22 0 0 27 Jul 2019
Switchable Normalization for Learning-to-Normalize Deep Representation Ping Luo Ruimao Zhang Jiamin Ren Zhanglin Peng Jingyu Li 28 73 0 22 Jul 2019
Efficient Novelty-Driven Neural Architecture Search Miao Zhang Huiqi Li Shirui Pan Taoping Liu Steven W. Su 20 1 0 22 Jul 2019
Techniques for Automated Machine Learning Yi-Wei Chen Qingquan Song Xia Hu 8 47 0 21 Jul 2019
XferNAS: Transfer Neural Architecture Search Martin Wistuba 26 12 0 18 Jul 2019
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Guo-Jun Qi Qi Tian H. Xiong 24 603 0 12 Jul 2019
VarGNet: Variable Group Convolutional Neural Network for Efficient Embedded Computing Qian Zhang Jianjun Li Meng Yao Liangchen Song Helong Zhou Zhichao Li Wenming Meng Xuezhi Zhang Guoli Wang 16 22 0 12 Jul 2019
Video Action Recognition Via Neural Architecture Searching Wei Peng Xiaopeng Hong Guoying Zhao 41 36 0 10 Jul 2019
Efficient Neural Interaction Function Search for Collaborative Filtering Quanming Yao Xiangning Chen James T. Kwok Yong Li Cho-Jui Hsieh 11 43 0 28 Jun 2019
Evolving Robust Neural Architectures to Defend from Adversarial Attacks Shashank Kotyan Danilo Vasconcellos Vargas OOD AAML 24 36 0 27 Jun 2019
Scalable Neural Architecture Search for 3D Medical Image Segmentation Sungwoong Kim Ildoo Kim Sungbin Lim Woonhyuk Baek Chiheon Kim Hyungjoon Cho Boogeon Yoon Taesup Kim 19 74 0 13 Jun 2019
NAS-FCOS: Fast Neural Architecture Search for Object Detection Ning Wang Yang Gao Hao Chen Peng Wang Zhi Tian Chunhua Shen Yanning Zhang ObjD 23 192 0 11 Jun 2019
Weight Agnostic Neural Networks Adam Gaier David R Ha OOD 30 239 0 11 Jun 2019
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation Zhuotun Zhu Chenxi Liu Dong Yang Alan Yuille Daguang Xu 26 104 0 06 Jun 2019
Improving Robustness Without Sacrificing Accuracy with Patch Gaussian Augmentation Raphael Gontijo-Lopes Dong Yin Ben Poole Justin Gilmer E. D. Cubuk AAML 30 204 0 06 Jun 2019
On Network Design Spaces for Visual Recognition Ilija Radosavovic Justin Johnson Saining Xie Wan-Yen Lo Piotr Dollár 17 134 0 30 May 2019
Model Similarity Mitigates Test Set Overuse Horia Mania John Miller Ludwig Schmidt Moritz Hardt Benjamin Recht 20 50 0 29 May 2019
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Igor Fedorov Ryan P. Adams Matthew Mattina P. Whatmough 13 164 0 28 May 2019
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search Youhei Akimoto Shinichi Shirakawa Nozomu Yoshinari Kento Uchida Shota Saito K. Nishida 19 86 0 21 May 2019
Multinomial Distribution Learning for Effective Neural Architecture Search Xiawu Zheng R. Ji Lang Tang Baochang Zhang Jianzhuang Liu Q. Tian 25 88 0 18 May 2019
Deep Neural Networks for Marine Debris Detection in Sonar Images Matias Valdenegro-Toro 27 25 0 13 May 2019
Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization Aaron Klein Frank Hutter 15 91 0 13 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 49 6,600 0 06 May 2019
Blurring the Line Between Structure and Learning to Optimize and Adapt Receptive Fields Evan Shelhamer Dequan Wang Trevor Darrell 21 35 0 25 Apr 2019
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs Muhan Zhang Shali Jiang Zhicheng Cui Roman Garnett Yixin Chen GNN BDL CML 24 196 0 24 Apr 2019
Language Models with Transformers Chenguang Wang Mu Li Alex Smola 10 120 0 20 Apr 2019
Understanding Neural Architecture Search Techniques George Adam Jonathan Lorraine 31 45 0 31 Mar 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian-jun Sun 22 928 0 31 Mar 2019
sharpDARTS: Faster and More Accurate Differentiable Architecture Search Andrew Hundt Varun Jain Gregory Hager OOD 27 66 0 23 Mar 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju W. Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric P. Xing 29 174 0 15 Mar 2019
All You Need is a Few Shifts: Designing Efficient Convolutional Neural Networks for Image Classification Weijie Chen Di Xie Yuan Zhang Shiliang Pu 24 80 0 13 Mar 2019
Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search X. Li Yiming Zhou Zheng Pan Jiashi Feng 3DV 21 158 0 09 Mar 2019
Overcoming Multi-Model Forgetting Yassine Benyahia Kaicheng Yu Kamil Bennani-Smires Martin Jaggi A. Davison Mathieu Salzmann C. Musat MoMe KELM CLL 32 37 0 21 Feb 2019
Random Search and Reproducibility for Neural Architecture Search Liam Li Ameet Talwalkar OOD 33 716 0 20 Feb 2019
Fast Task-Aware Architecture Inference Efi Kokiopoulou Anja Hauth L. Sbaiz Andrea Gesmundo Gábor Bartók Jesse Berent 3DV 15 17 0 15 Feb 2019
Augment your batch: better training with larger batches Elad Hoffer Tal Ben-Nun Itay Hubara Niv Giladi Torsten Hoefler Daniel Soudry ODL 25 72 0 27 Jan 2019