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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
DeepFD: Automated Fault Diagnosis and Localization for Deep Learning Programs Jialun Cao Meiziniu Li Xiao Chen Ming Wen Yongqiang Tian Bo Wu Shing-Chi Cheung AAML 66 46 0 04 May 2022
SMLT: A Serverless Framework for Scalable and Adaptive Machine Learning Design and Training Ahsan Ali Syed Zawad Paarijaat Aditya Istemi Ekin Akkus Ruichuan Chen Feng Yan 53 9 0 04 May 2022
Meta Learning for Natural Language Processing: A Survey Hung-yi Lee Shang-Wen Li Ngoc Thang Vu 102 45 0 03 May 2022
AutoLossGen: Automatic Loss Function Generation for Recommender Systems Zelong Li Jianchao Ji Yingqiang Ge Yongfeng Zhang OffRL 66 25 0 27 Apr 2022
MAPLE-Edge: A Runtime Latency Predictor for Edge Devices Saeejith Nair Saad Abbasi Alexander Wong M. Shafiee 73 10 0 27 Apr 2022
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search Yameng Peng A. Song V. Ciesielski Haytham M. Fayek Xiaojun Chang 95 16 0 27 Apr 2022
GPUNet: Searching the Deployable Convolution Neural Networks for GPUs Linnan Wang Chenhan D. Yu Satish Salian Slawomir Kierat Szymon Migacz A. Fit-Florea 38 11 0 26 Apr 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 116 117 0 25 Apr 2022
Automating Neural Architecture Design without Search Zixuan Liang Yanan Sun 3DV 66 0 0 21 Apr 2022
SpiderNet: Hybrid Differentiable-Evolutionary Architecture Search via Train-Free Metrics Rob Geada A. Mcgough 35 2 0 20 Apr 2022
Does Interference Exist When Training a Once-For-All Network? Jordan Shipard Arnold Wiliem Clinton Fookes 36 0 0 20 Apr 2022
AutoField: Automating Feature Selection in Deep Recommender Systems Yejing Wang Xiang Zhao Tong Xu Xianren Wu 65 67 0 19 Apr 2022
Visual Attention Methods in Deep Learning: An In-Depth Survey Mohammed Hassanin Saeed Anwar Ibrahim Radwan Fahad Shahbaz Khan Ajmal Mian 136 166 0 16 Apr 2022
TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets Chengrun Yang Gabriel Bender Hanxiao Liu Pieter-Jan Kindermans Madeleine Udell Yifeng Lu Quoc V. Le Da Huang LMTD 75 8 0 15 Apr 2022
Efficient Architecture Search for Diverse Tasks Jun Shen M. Khodak Ameet Talwalkar 64 34 0 15 Apr 2022
Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search Minbin Huang Zhijian Huang Changlin Li Xin Chen Hangyang Xu Zhenguo Li Xiaodan Liang 106 20 0 12 Apr 2022
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search Guocheng Qian Xuanyang Zhang Ge Li Chen Zhao Yukang Chen Xinming Zhang Guohao Li Jian Sun 74 4 0 11 Apr 2022
Enhancing the Robustness, Efficiency, and Diversity of Differentiable Architecture Search Chao Li Jia Ning Han Hu Kun He 34 2 0 10 Apr 2022
A Survey of Supernet Optimization and its Applications: Spatial and Temporal Optimization for Neural Architecture Search Stephen Cha Taehyeon Kim Hayeon Lee Se-Young Yun AI4CE 82 2 0 08 Apr 2022
Fault-Tolerant Deep Learning: A Hierarchical Perspective Cheng Liu Zhen Gao Siting Liu Xuefei Ning Huawei Li Xiaowei Li 73 11 0 05 Apr 2022
Evolving Neural Selection with Adaptive Regularization Li Ding Lee Spector ODL 50 4 0 04 Apr 2022
Unsupervised Learning of Accurate Siamese Tracking Qiuhong Shen Leixian Qiao Jinyang Guo Peixia Li Xin Li Yue Liu Weitao Feng Weihao Gan Wei Wu Wanli Ouyang 85 42 0 04 Apr 2022
A Comprehensive Survey on Automated Machine Learning for Recommendations Bo Chen Xiangyu Zhao Yejing Wang Wenqi Fan Huifeng Guo Ruiming Tang AI4TS 109 7 0 04 Apr 2022
Novelty Driven Evolutionary Neural Architecture Search Nilotpal Sinha Kuan-Wen Chen 62 8 0 01 Apr 2022
Neural Architecture Search for Speech Emotion Recognition Xixin Wu Shoukang Hu Zhiyong Wu Xunying Liu Helen Meng 64 15 0 31 Mar 2022
AutoCoMet: Smart Neural Architecture Search via Co-Regulated Shaping Reinforcement M. Das Brijraj Singh Harsh Chheda Pawan Sharma NS Pradeep 92 0 0 29 Mar 2022
Generalizing Few-Shot NAS with Gradient Matching Shou-Yong Hu Ruochen Wang Lanqing Hong Zhenguo Li Cho-Jui Hsieh Jiashi Feng 89 26 0 29 Mar 2022
Demystifying the Neural Tangent Kernel from a Practical Perspective: Can it be trusted for Neural Architecture Search without training? J. Mok Byunggook Na Ji-Hoon Kim Dongyoon Han Sungroh Yoon AAML 99 25 0 28 Mar 2022
Automated Progressive Learning for Efficient Training of Vision Transformers Changlin Li Bohan Zhuang Guangrun Wang Xiaodan Liang Xiaojun Chang Yi Yang 106 46 0 28 Mar 2022
EmotionNAS: Two-stream Neural Architecture Search for Speech Emotion Recognition Haiyang Sun Zheng Lian B. Liu Yong Li Guoying Zhao Cong Cai Jianhua Tao Ming Wang Yuan Cheng 49 7 0 25 Mar 2022
Pathways: Asynchronous Distributed Dataflow for ML P. Barham Aakanksha Chowdhery J. Dean Sanjay Ghemawat Steven Hand ... Parker Schuh Ryan Sepassi Laurent El Shafey C. A. Thekkath Yonghui Wu GNN MoE 120 132 0 23 Mar 2022
U-Boost NAS: Utilization-Boosted Differentiable Neural Architecture Search A. C. Yüzügüler Nikolaos Dimitriadis P. Frossard 42 2 0 23 Mar 2022
Online Continual Learning for Embedded Devices Tyler L. Hayes Christopher Kanan CLL 96 56 0 21 Mar 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 113 19 0 19 Mar 2022
Meta-Learning of NAS for Few-shot Learning in Medical Image Applications Viet-Khoa Vo-Ho Kashu Yamazaki Hieu T. Hoang Minh-Triet Tran Ngan Le 48 4 0 16 Mar 2022
On Redundancy and Diversity in Cell-based Neural Architecture Search Xingchen Wan Binxin Ru Pedro M. Esperancca Zhenguo Li 105 21 0 16 Mar 2022
Learning Where To Look -- Generative NAS is Surprisingly Efficient Jovita Lukasik Steffen Jung Margret Keuper 77 15 0 16 Mar 2022
Less is More: Proxy Datasets in NAS approaches Brian B. Moser Federico Raue Jörn Hees Andreas Dengel DD 54 7 0 14 Mar 2022
Towards Less Constrained Macro-Neural Architecture Search Vasco Lopes L. A. Alexandre 91 5 0 10 Mar 2022
Evolutionary Neural Cascade Search across Supernetworks A. Chebykin Tanja Alderliesten Peter A. N. Bosman 48 1 0 08 Mar 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 93 3 0 04 Mar 2022
LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models Mojan Javaheripi Gustavo de Rosa Subhabrata Mukherjee S. Shah Tomasz Religa C. C. T. Mendes Sébastien Bubeck F. Koushanfar Debadeepta Dey 64 20 0 04 Mar 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 56 0 0 04 Mar 2022
Fast Neural Architecture Search for Lightweight Dense Prediction Networks Lam Huynh Esa Rahtu Juan E. Sala Matas J. Heikkilä 89 2 0 03 Mar 2022
Neural Architecture Search using Progressive Evolution Nilotpal Sinha Kuan-Wen Chen 93 6 0 03 Mar 2022
An Efficient End-to-End 3D Voxel Reconstruction based on Neural Architecture Search Yongdong Huang Yuanzhan Li Xulong Cao Siyu Zhang Shen Cai Ting Lu Jie Wang Yuqiao Liu 3DV 84 1 0 27 Feb 2022
DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models A. Treacher A. Montillo 44 0 0 24 Feb 2022
Towards Tailored Models on Private AIoT Devices: Federated Direct Neural Architecture Search Chunhui Zhang Xiaoming Yuan Qianyun Zhang Guangxu Zhu Lei Cheng Ning Zhang FedML OOD 90 16 0 23 Feb 2022
Two-stage architectural fine-tuning with neural architecture search using early-stopping in image classification Youngkee Kim Won Joon Yun Youn Kyu Lee Soyi Jung Joongheon Kim 65 5 0 17 Feb 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 66 19 0 15 Feb 2022