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Efficient Neural Architecture Search via Parameter Sharing

9 February 2018

Papers citing "Efficient Neural Architecture Search via Parameter Sharing"

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Title
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Yizhou Sun Xian Sun Yuhan Fang Gary G. Yen 90 43 0 30 Aug 2020
NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size Xuanyi Dong Lu Liu Katarzyna Musial Bogdan Gabrys 118 165 0 28 Aug 2020
NAS-DIP: Learning Deep Image Prior with Neural Architecture Search Yunpeng Chen Chen Gao Esther Robb Jia-Bin Huang 85 50 0 26 Aug 2020
Simplifying Architecture Search for Graph Neural Network Huan Zhao Lanning Wei Quanming Yao GNN AI4CE 80 53 0 26 Aug 2020
Learned Transferable Architectures Can Surpass Hand-Designed Architectures for Large Scale Speech Recognition Liqiang He Jane Polak Scowcroft Dong Yu AI4TS 64 7 0 25 Aug 2020
LC-NAS: Latency Constrained Neural Architecture Search for Point Cloud Networks Guohao Li Mengmeng Xu Silvio Giancola Ali K. Thabet Guohao Li 3DPC 92 9 0 24 Aug 2020
Automated Search for Resource-Efficient Branched Multi-Task Networks David Brüggemann Menelaos Kanakis Stamatios Georgoulis Luc Van Gool 86 65 0 24 Aug 2020
Exploiting Heterogeneity in Operational Neural Networks by Synaptic Plasticity S. Kiranyaz Junaid Malik Habib Ben Abdallah T. Ince Alexandros Iosifidis Moncef Gabbouj 63 26 0 21 Aug 2020
Searching Multi-Rate and Multi-Modal Temporal Enhanced Networks for Gesture Recognition Zitong Yu Benjia Zhou Jun Wan Pichao Wang Haoyu Chen Xin Liu Stan Z. Li Guoying Zhao 3DPC 91 91 0 21 Aug 2020
Enhanced MRI Reconstruction Network using Neural Architecture Search Qiaoying Huang Dong Yang Yikun Xian Pengxiang Wu Jingru Yi Hui Qu Dimitris N. Metaxas 55 10 0 19 Aug 2020
Discovering Multi-Hardware Mobile Models via Architecture Search Grace Chu Okan Arikan Gabriel Bender Weijun Wang Achille Brighton Pieter-Jan Kindermans Hanxiao Liu Berkin Akin Suyog Gupta Andrew G. Howard MQ 96 16 0 18 Aug 2020
AutoPose: Searching Multi-Scale Branch Aggregation for Pose Estimation Xinyu Gong Wuyang Chen Yi Ding Ye Yuan Xianming Liu Qian Zhang Yuan Li Zhangyang Wang 127 20 0 16 Aug 2020
Orthogonalized SGD and Nested Architectures for Anytime Neural Networks Chengcheng Wan H. Hoffmann Shan Lu Michael Maire OOD 71 11 0 15 Aug 2020
Can weight sharing outperform random architecture search? An investigation with TuNAS Gabriel Bender Hanxiao Liu Bo Chen Grace Chu Shuyang Cheng Pieter-Jan Kindermans Quoc V. Le OOD 85 123 0 13 Aug 2020
Black Magic in Deep Learning: How Human Skill Impacts Network Training Kanav Anand Ziqi Wang Marco Loog Jan van Gemert HAI 72 16 0 13 Aug 2020
Network Architecture Search for Domain Adaptation Yichen Li Xingchao Peng OOD 91 15 0 13 Aug 2020
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification Xiaoyang Qu Jianzong Wang Jing Xiao 57 11 0 13 Aug 2020
TF-NAS: Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search Yibo Hu Xiang Wu Ran He 90 46 0 12 Aug 2020
Hardware-Centric AutoML for Mixed-Precision Quantization Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 67 15 0 11 Aug 2020
RARTS: An Efficient First-Order Relaxed Architecture Search Method Fanghui Xue Y. Qi Jack Xin 43 3 0 10 Aug 2020
Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges Aritz D. Martinez Javier Del Ser Esther Villar-Rodriguez E. Osaba Javier Poyatos Siham Tabik Daniel Molina Francisco Herrera 134 28 0 09 Aug 2020
NASB: Neural Architecture Search for Binary Convolutional Neural Networks Baozhou Zhu Zaid Al-Ars P. Hofstee MQ 67 23 0 08 Aug 2020
Evaluating Efficient Performance Estimators of Neural Architectures Xuefei Ning Changcheng Tang Wenshuo Li Zixuan Zhou Shuang Liang Huazhong Yang Yu Wang 133 78 0 07 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 101 111 0 04 Aug 2020
Shape Adaptor: A Learnable Resizing Module Shikun Liu Zhe Lin Yilin Wang Jianming Zhang Federico Perazzi Edward Johns 72 9 0 03 Aug 2020
Anti-Bandit Neural Architecture Search for Model Defense Hanlin Chen Baochang Zhang Shenjun Xue Xuan Gong Hong Liu Rongrong Ji David Doermann AAML 63 35 0 03 Aug 2020
Differentiable Feature Aggregation Search for Knowledge Distillation Yushuo Guan Pengyu Zhao Bingxuan Wang Yuanxing Zhang Cong Yao Kaigui Bian Jian Tang FedML 76 44 0 02 Aug 2020
HMCNAS: Neural Architecture Search using Hidden Markov Chains and Bayesian Optimization Vasco Lopes L. A. Alexandre BDL 18 0 0 31 Jul 2020
Growing Efficient Deep Networks by Structured Continuous Sparsification Xin Yuan Pedro H. P. Savarese Michael Maire 3DPC 61 45 0 30 Jul 2020
Efficient OCT Image Segmentation Using Neural Architecture Search Saba Heidari Gheshlaghi O. Dehzangi Ali Dabouei Annahita Amireskandari A. Rezai Nasser M. Nasrabadi SSeg 57 13 0 28 Jul 2020
SOTERIA: In Search of Efficient Neural Networks for Private Inference Anshul Aggarwal Trevor E. Carlson Reza Shokri Shruti Tople FedML 48 12 0 25 Jul 2020
Representation Sharing for Fast Object Detector Search and Beyond Yujie Zhong Zelu Deng Sheng Guo Matthew R. Scott Weilin Huang ObjD 118 16 0 23 Jul 2020
Joslim: Joint Widths and Weights Optimization for Slimmable Neural Networks Ting-Wu Chin Ari S. Morcos Diana Marculescu 95 10 0 23 Jul 2020
CVR-Net: A deep convolutional neural network for coronavirus recognition from chest radiography images Md. Kamrul Hasan Md. Ashraful Alam M. E. Elahi Shidhartho Roy Sifat Redwan Wahid OOD 67 22 0 21 Jul 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Boddeti 85 148 0 20 Jul 2020
RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices Wei Niu Mengshu Sun Hao Sun Jou-An Chen Jiexiong Guan Xipeng Shen Yanzhi Wang Sijia Liu Xue Lin Bin Ren MQ 64 12 0 20 Jul 2020
CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search Xin Chen Yawen Duan Zewei Chen Hang Xu Zihao Chen Xiaodan Liang Tong Zhang Zhenguo Li OffRL 80 21 0 18 Jul 2020
Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search Yuan Tian Qin Wang Zhiwu Huang Wen Li Dengxin Dai Minghao Yang Jun Wang Olga Fink OffRL 91 61 0 17 Jul 2020
Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Shoukang Hu Xurong Xie Shansong Liu Mingyu Cui Mengzhe Geng Xunying Liu Helen Meng 79 8 0 17 Jul 2020
BRP-NAS: Prediction-based NAS using GCNs Łukasz Dudziak Thomas C. P. Chau Mohamed S. Abdelfattah Royson Lee Hyeji Kim Nicholas D. Lane GNN 130 205 0 16 Jul 2020
On Adversarial Robustness: A Neural Architecture Search perspective Chaitanya Devaguptapu Devansh Agarwal Gaurav Mittal Pulkit Gopalani V. Balasubramanian OOD AAML 70 34 0 16 Jul 2020
AQD: Towards Accurate Fully-Quantized Object Detection Peng Chen Jing Liu Bohan Zhuang Mingkui Tan Chunhua Shen MQ 95 9 0 14 Jul 2020
Graph Structure of Neural Networks Jiaxuan You J. Leskovec Kaiming He Saining Xie GNN 84 143 0 13 Jul 2020
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation Xingang Yan Weiwen Jiang Yiyu Shi Cheng Zhuo 53 49 0 13 Jul 2020
VINNAS: Variational Inference-based Neural Network Architecture Search Martin Ferianc Hongxiang Fan Miguel R. D. Rodrigues 3DPC 176 6 0 12 Jul 2020
MeDaS: An open-source platform as service to help break the walls between medicine and informatics Liang Zhang Johann Li Ping Li Xiaoyuan Lu Peiyi Shen Guangming Zhu Syed Afaq Ali Shah Bennamoun Kun Qian Björn W. Schuller MedIm 67 6 0 12 Jul 2020
Multi-Modality Information Fusion for Radiomics-based Neural Architecture Search Yige Peng Lei Bi M. Fulham Dagan Feng Jinman Kim MedIm AI4CE 60 17 0 12 Jul 2020
The Computational Limits of Deep Learning Neil C. Thompson Kristjan Greenewald Keeheon Lee Gabriel F. Manso VLM 101 533 0 10 Jul 2020
A Study on Encodings for Neural Architecture Search Colin White Willie Neiswanger Sam Nolen Yash Savani AI4CE 70 74 0 09 Jul 2020
Accuracy Prediction with Non-neural Model for Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Enhong Chen Tie-Yan Liu 69 14 0 09 Jul 2020