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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
Neural Architecture Search using Covariance Matrix Adaptation Evolution Strategy Nilotpal Sinha Kuan-Wen Chen 71 6 0 15 Jul 2021
Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search Lei-tai Chen Fajie Yuan Jiaxi Yang Min Yang Chengming Li 49 3 0 15 Jul 2021
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 281 422 0 14 Jul 2021
LANA: Latency Aware Network Acceleration Pavlo Molchanov Jimmy Hall Hongxu Yin Jan Kautz Nicolò Fusi Arash Vahdat 139 10 0 12 Jul 2021
Mutually-aware Sub-Graphs Differentiable Architecture Search Hao Tan Sheng Guo Yujie Zhong Matthew R. Scott Weilin Huang 107 2 0 09 Jul 2021
Core-set Sampling for Efficient Neural Architecture Search Jaewoong Shim Kyeongbo Kong Suk-Ju Kang 176 24 0 08 Jul 2021
Differentiable Architecture Pruning for Transfer Learning Nicolo Colombo Yang Gao 65 2 0 07 Jul 2021
Mutation is all you need Lennart Schneider Florian Pfisterer Martin Binder B. Bischl BDL 94 4 0 04 Jul 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung Sung Ju Hwang 101 43 0 02 Jul 2021
AutoFormer: Searching Transformers for Visual Recognition Minghao Chen Houwen Peng Jianlong Fu Haibin Ling ViT 104 268 0 01 Jul 2021
AdaXpert: Adapting Neural Architecture for Growing Data Shuaicheng Niu Jiaxiang Wu Guanghui Xu Yifan Zhang Yong Guo P. Zhao Peng Wang Mingkui Tan 98 14 0 01 Jul 2021
Bilinear Scoring Function Search for Knowledge Graph Learning Yongqi Zhang Quanming Yao James T. Kwok 57 21 0 01 Jul 2021
The Values Encoded in Machine Learning Research Abeba Birhane Pratyusha Kalluri Dallas Card William Agnew Ravit Dotan Michelle Bao 91 295 0 29 Jun 2021
Poisoning the Search Space in Neural Architecture Search Robert Wu Nayan Saxena Rohan Jain OOD AAML 43 1 0 28 Jun 2021
BFTrainer: Low-Cost Training of Neural Networks on Unfillable Supercomputer Nodes Zhengchun Liu R. Kettimuthu M. Papka Ian Foster 46 3 0 22 Jun 2021
LV-BERT: Exploiting Layer Variety for BERT Weihao Yu Zihang Jiang Fei Chen Qibin Hou Jiashi Feng MQ 51 0 0 22 Jun 2021
DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS Kaitlin Maile Erwan Lecarpentier H. Luga Dennis G. Wilson 42 1 0 22 Jun 2021
GAIA: A Transfer Learning System of Object Detection that Fits Your Needs Xingyuan Bu Junran Peng Junjie Yan Tieniu Tan Zhaoxiang Zhang ObjD VLM 144 53 0 21 Jun 2021
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Miao Zhang Steven W. Su Shirui Pan Xiaojun Chang Ehsan Abbasnejad Reza Haffari 99 69 0 21 Jun 2021
Sphynx: ReLU-Efficient Network Design for Private Inference Minsu Cho Zahra Ghodsi Brandon Reagen S. Garg Chinmay Hegde 79 24 0 17 Jun 2021
Evolving Image Compositions for Feature Representation Learning Paola Cascante-Bonilla Arshdeep Sekhon Yanjun Qi Vicente Ordonez SSL 92 7 0 16 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 110 391 0 16 Jun 2021
To Raise or Not To Raise: The Autonomous Learning Rate Question Xiaomeng Dong Tao Tan Michael Potter Yun-Chan Tsai Gaurav Kumar V. R. Saripalli Theodore Trafalis OOD 43 2 0 16 Jun 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong Sung Ju Hwang 83 26 0 16 Jun 2021
Dynamically Grown Generative Adversarial Networks Lanlan Liu Yuting Zhang Jia Deng Stefano Soatto AI4CE GAN 63 12 0 16 Jun 2021
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images Vishal Asnani Xi Yin Tal Hassner Xiaoming Liu 103 73 0 15 Jun 2021
Learning Deep Morphological Networks with Neural Architecture Search Yufei Hu Nacim Belkhir Jesús Angulo Angela Yao Gianni Franchi AI4CE 68 23 0 14 Jun 2021
Efficient Data-specific Model Search for Collaborative Filtering Chen Gao Quanming Yao Depeng Jin Yong Li 34 10 0 14 Jun 2021
Differentiable Neural Architecture Search with Morphism-based Transformable Backbone Architectures Renlong Jie Junbin Gao 47 0 0 14 Jun 2021
Zero-Cost Operation Scoring in Differentiable Architecture Search Li Xiang Łukasz Dudziak Mohamed S. Abdelfattah Thomas C. P. Chau Nicholas D. Lane Hongkai Wen 59 5 0 12 Jun 2021
AutoLoss: Automated Loss Function Search in Recommendations Xiangyu Zhao Haochen Liu Wenqi Fan Hui Liu Jiliang Tang Chong Wang 83 60 0 12 Jun 2021
Accelerating Neural Architecture Search via Proxy Data Byunggook Na J. Mok Hyeokjun Choe Sungroh Yoon 85 20 0 09 Jun 2021
Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing M. Khodak Renbo Tu Tian Li Liam Li Maria-Florina Balcan Virginia Smith Ameet Talwalkar FedML 105 78 0 08 Jun 2021
FEAR: A Simple Lightweight Method to Rank Architectures Debadeepta Dey Shital C. Shah Sébastien Bubeck OOD 74 4 0 07 Jun 2021
Event Classification with Multi-step Machine Learning M. Saito T. Kishimoto Yuya Kaneta Taichi Itoh Yoshiaki Umeda J. Tanaka Y. Iiyama R. Sawada K. Terashi 21 1 0 04 Jun 2021
Scalable Transformers for Neural Machine Translation Peng Gao Shijie Geng Ping Luo Xiaogang Wang Jifeng Dai Hongsheng Li 118 13 0 04 Jun 2021
Differentiable Architecture Search for Reinforcement Learning Yingjie Miao Xingyou Song John D. Co-Reyes Daiyi Peng Summer Yue E. Brevdo Aleksandra Faust 67 4 0 04 Jun 2021
Memory-Efficient Differentiable Transformer Architecture Search Yuekai Zhao Li Dong Yelong Shen Zhihua Zhang Furu Wei Weizhu Chen ViT 66 17 0 31 May 2021
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression Baozhou Zhu P. Hofstee J. Peltenburg Jinho Lee Zaid Al-Ars 84 23 0 25 May 2021
Generative Adversarial Neural Architecture Search Seyed Saeed Changiz Rezaei Fred X. Han Di Niu Mohammad Salameh Keith G. Mills Shuo Lian Wei Lu Shangling Jui 51 12 0 19 May 2021
Efficient Transfer Learning via Joint Adaptation of Network Architecture and Weight Ming Sun Haoxuan Dou Junjie Yan 28 2 0 19 May 2021
UncertaintyFuseNet: Robust Uncertainty-aware Hierarchical Feature Fusion Model with Ensemble Monte Carlo Dropout for COVID-19 Detection Moloud Abdar Soorena Salari Sina Qahremani Fellow Ieee Hak-Keung Lam Fakhri Karray Ieee Sadiq Hussain Fellow Senior Member Ieee Abbas Khosravi S. M. I. U. Rajendra Acharya V. Makarenkov Australia. S. Nahavandi OOD 132 80 0 18 May 2021
Network Architecture Search for Face Enhancement R. Yasarla Hamid Reza Vaezi Joze Vishal M. Patel CVBM 59 4 0 13 May 2021
Neighborhood-Aware Neural Architecture Search Xiaofang Wang Shengcao Cao Mengtian Li Kris Kitani 165 6 0 13 May 2021
Graph-based Neural Architecture Search with Operation Embeddings Michail Chatzianastasis George Dasoulas Georgios Siolas Michalis Vazirgiannis AI4CE 80 10 0 11 May 2021
The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification Haochen Liu Wei Jin Hamid Karimi Zitao Liu Jiliang Tang 56 32 0 06 May 2021
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization Julia Guerrero-Viu Sven Hauns Sergio Izquierdo Guilherme Miotto Simon Schrodi André Biedenkapp T. Elsken Difan Deng Marius Lindauer Frank Hutter AI4CE 81 28 0 03 May 2021
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search B. Yan Houwen Peng Kan Wu Dong Wang Jianlong Fu Huchuan Lu 115 172 0 29 Apr 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 130 58 0 29 Apr 2021
Generalization Guarantees for Neural Architecture Search with Train-Validation Split Samet Oymak Mingchen Li Mahdi Soltanolkotabi AI4CE OOD 77 15 0 29 Apr 2021