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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
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Luyan Liu Zhiwei Wen Songwei Liu Hong-Yu Zhou Hongwei Zhu Weicheng Xie Linlin Shen Kai Ma Yefeng Zheng 65 7 0 26 Feb 2021
Mixed Variable Bayesian Optimization with Frequency Modulated Kernels Changyong Oh E. Gavves Max Welling 83 6 0 25 Feb 2021
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective Wuyang Chen Xinyu Gong Zhangyang Wang OOD 179 239 0 23 Feb 2021
Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity Xinyu Gong Wuyang Chen Tianlong Chen Zhangyang Wang 72 6 0 22 Feb 2021
Interpret-able feedback for AutoML systems Behnaz Arzani Kevin Hsieh Haoxian Chen 33 3 0 22 Feb 2021
Improved Semantic Segmentation of Tuberculosis-consistent findings in Chest X-rays Using Augmented Training of Modality-specific U-Net Models with Weak Localizations S. Rajaraman L. Folio Jane Dimperio P. Alderson Sameer Kiran Antani 35 1 0 21 Feb 2021
Contrastive Self-supervised Neural Architecture Search Nam Nguyen Morris J Chang 54 20 0 21 Feb 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 57 38 0 20 Feb 2021
Rethinking Co-design of Neural Architectures and Hardware Accelerators Yanqi Zhou Xuanyi Dong Berkin Akin Mingxing Tan Daiyi Peng Tianjian Meng Amir Yazdanbakhsh Da Huang Ravi Narayanaswami James Laudon 147 26 0 17 Feb 2021
Firefly Neural Architecture Descent: a General Approach for Growing Neural Networks Lemeng Wu Bo Liu Peter Stone Qiang Liu 107 55 0 17 Feb 2021
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Vasco Lopes S. Alirezazadeh L. A. Alexandre 57 40 0 16 Feb 2021
AlphaNet: Improved Training of Supernets with Alpha-Divergence Dilin Wang Chengyue Gong Meng Li Qiang Liu Vikas Chandra 216 45 0 16 Feb 2021
Multi-Objective Meta Learning Feiyang Ye Baijiong Lin Zhixiong Yue Pengxin Guo Qiao Xiao Yu Zhang 96 49 0 14 Feb 2021
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 81 28 0 14 Feb 2021
Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Luc Robbiano Muhammad Rameez Ur Rahman Fabio Galasso Barbara Caputo Fabio Maria Carlucci 59 16 0 12 Feb 2021
Neural Architecture Search as Program Transformation Exploration Jack Turner Elliot J. Crowley Michael F. P. O'Boyle 62 14 0 12 Feb 2021
COVID-19 identification from volumetric chest CT scans using a progressively resized 3D-CNN incorporating segmentation, augmentation, and class-rebalancing Md. Kamrul Hasan Md. Tasnim Jawad Kazi N. Hasan Sajal Basak Partha Md. Masum Al Masba Shumit Saha 77 21 0 11 Feb 2021
Searching for Fast Model Families on Datacenter Accelerators Sheng Li Mingxing Tan Ruoming Pang Andrew Li Liqun Cheng Quoc V. Le N. Jouppi 97 34 0 10 Feb 2021
LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Jinzhu Li Sheng Zhao Enhong Chen Tie-Yan Liu 64 62 0 08 Feb 2021
Ownership Verification of DNN Architectures via Hardware Cache Side Channels Xiaoxuan Lou Shangwei Guo Jiwei Li Tianwei Zhang 79 11 0 06 Feb 2021
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition Ming Lin Pichao Wang Zhenhong Sun Hesen Chen Xiuyu Sun Qi Qian Hao Li Rong Jin 94 109 0 01 Feb 2021
Neural Architecture Search with Random Labels Xuanyang Zhang Pengfei Hou Xinming Zhang Jian Sun 88 53 0 28 Jan 2021
Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond Risheng Liu Jiaxin Gao Jin Zhang Deyu Meng Zhouchen Lin AI4CE 152 229 0 27 Jan 2021
Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search Yibo Yang Shan You Hongyang Li Fei Wang Chao Qian Zhouchen Lin 84 49 0 27 Jan 2021
Evolutionary Multi-objective Architecture Search Framework: Application to COVID-19 3D CT Classification Xinfu He Guohao Ying Jiyong Zhang Xiaowen Chu 3DPC MedIm 64 10 0 26 Jan 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 118 109 0 22 Jan 2021
PyGlove: Symbolic Programming for Automated Machine Learning Daiyi Peng Xuanyi Dong Esteban Real Mingxing Tan Yifeng Lu Hanxiao Liu Gabriel Bender Adam Kraft Chen Liang Quoc V. Le 61 31 0 21 Jan 2021
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra Łukasz Dudziak Nicholas D. Lane 96 261 0 20 Jan 2021
Directed Acyclic Graph Neural Networks Veronika Thost Jie Chen GNN AI4CE 116 109 0 20 Jan 2021
Self-Organizing Intelligent Matter: A blueprint for an AI generating algorithm Karol Gregor F. Besse 34 9 0 19 Jan 2021
ES-ENAS: Efficient Evolutionary Optimization for Large Hybrid Search Spaces Xingyou Song K. Choromanski Jack Parker-Holder Yunhao Tang Qiuyi Zhang ... Deepali Jain Wenbo Gao Aldo Pacchiano Tamás Sarlós Yuxiang Yang 81 0 0 19 Jan 2021
Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scans Xin He Shihao Wang Xiaowen Chu Shaoshuai Shi J. Tang Xin Liu C. Yan Jiyong Zhang G. Ding 3DPC OOD 75 40 0 14 Jan 2021
Single-path Bit Sharing for Automatic Loss-aware Model Compression Jing Liu Bohan Zhuang Peng Chen Chunhua Shen Jianfei Cai Mingkui Tan MQ 58 8 0 13 Jan 2021
Robustness Gym: Unifying the NLP Evaluation Landscape Karan Goel Nazneen Rajani Jesse Vig Samson Tan Jason M. Wu Stephan Zheng Caiming Xiong Joey Tianyi Zhou Christopher Ré AAML OffRL OOD 202 140 0 13 Jan 2021
3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification Haokui Zhang Chengrong Gong Yunpeng Bai Zongwen Bai Ying Li 57 27 0 12 Jan 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search Guanting Liu Yujie Zhong Sheng Guo Matthew R. Scott Weilin Huang AI4CE 76 3 0 11 Jan 2021
Evolving Reinforcement Learning Algorithms John D. Co-Reyes Yingjie Miao Daiyi Peng Esteban Real Sergey Levine Quoc V. Le Honglak Lee Aleksandra Faust 137 74 0 08 Jan 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks Hieu H. Pham Quoc V. Le 128 57 0 05 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 406 2,570 0 04 Jan 2021
Neural Architecture Search via Combinatorial Multi-Armed Bandit Hanxun Huang Xingjun Ma S. Erfani James Bailey 48 5 0 01 Jan 2021
Ranking and Rejecting of Pre-Trained Deep Neural Networks in Transfer Learning based on Separation Index Mostafa Kalhor Ahmad Kalhor M. Rahmani 18 5 0 26 Dec 2020
Inception Convolution with Efficient Dilation Search Jie Liu Chuming Li Feng Liang Chen Lin Ming Sun Junjie Yan Wanli Ouyang Dong Xu 100 28 0 25 Dec 2020
Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration Haokui Zhang Ying Li Hao Chen Chengrong Gong Zongwen Bai Chunhua Shen 66 14 0 24 Dec 2020
Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search Y. Fu Zhongzhi Yu Yongan Zhang Yingyan Lin 83 4 0 24 Dec 2020
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 94 17 0 23 Dec 2020
Evolving Neural Architecture Using One Shot Model Nilotpal Sinha Kuan-Wen Chen 66 22 0 23 Dec 2020
Learning by Self-Explanation, with Application to Neural Architecture Search Ramtin Hosseini P. Xie 81 5 0 23 Dec 2020
Small-Group Learning, with Application to Neural Architecture Search Xuefeng Du P. Xie 48 3 0 23 Dec 2020
Discovering Robust Convolutional Architecture at Targeted Capacity: A Multi-Shot Approach Xuefei Ning Jiaqi Zhao Wenshuo Li Tianchen Zhao Yin Zheng Huazhong Yang Yu Wang AAML 95 5 0 22 Dec 2020
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 141 147 0 21 Dec 2020