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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
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 102 13 0 11 Aug 2022
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment Zhichao Lu Ran Cheng Yaochu Jin Kay Chen Tan Kalyanmoy Deb 90 56 0 08 Aug 2022
Partial Connection Based on Channel Attention for Differentiable Neural Architecture Search Yu Xue Jiafeng Qin 107 59 0 01 Aug 2022
Tackling Neural Architecture Search With Quality Diversity Optimization Lennart Schneider Florian Pfisterer P. Kent Juergen Branke B. Bischl Janek Thomas AI4CE 84 3 0 30 Jul 2022
Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture Jianwei Zhang Dong Li Lituan Wang Lei Zhang 73 2 0 21 Jul 2022
Efficient Search of Multiple Neural Architectures with Different Complexities via Importance Sampling Yuhei Noda Shota Saito Shinichi Shirakawa 64 1 0 21 Jul 2022
DC-BENCH: Dataset Condensation Benchmark Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 104 77 0 20 Jul 2022
CLOSE: Curriculum Learning On the Sharing Extent Towards Better One-shot NAS Zixuan Zhou Xuefei Ning Y. Cai Jiashu Han Yiping Deng Yuhan Dong Huazhong Yang Yu Wang 3DPC 73 14 0 16 Jul 2022
The Lottery Ticket Hypothesis for Self-attention in Convolutional Neural Network Zhongzhan Huang Senwei Liang Mingfu Liang Wei He Haizhao Yang Liang Lin 72 9 0 16 Jul 2022
Goal-Oriented Sensitivity Analysis of Hyperparameters in Deep Learning Paul Novello Gaël Poëtte D. Lugato P. Congedo 63 17 0 13 Jul 2022
Adversarial Robustness Assessment of NeuroEvolution Approaches Inês Valentim Nuno Lourenço Nuno Antunes AAML 74 1 0 12 Jul 2022
Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures Jia-Wei Liu Ran Cheng Yaochu Jin AAML 114 8 0 12 Jul 2022
Long-term Reproducibility for Neural Architecture Search David Towers M. Forshaw Amir Atapour-Abarghouei A. Mcgough 65 1 0 11 Jul 2022
Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation Zejiang Hou Julian Salazar George Polovets 79 15 0 07 Jul 2022
Architecture Augmentation for Performance Predictor Based on Graph Isomorphism Xiangning Xie Yuqiao Liu Yanan Sun Mengjie Zhang Kay Chen Tan GNN AI4CE 63 2 0 03 Jul 2022
Automated Quantum Circuit Design with Nested Monte Carlo Tree Search Peiyue Wang M. Usman U. Parampalli Lloyd C. L. Hollenberg C. Myers 56 17 0 01 Jul 2022
Multi-Prior Learning via Neural Architecture Search for Blind Face Restoration Yanjiang Yu Puyang Zhang Kaihao Zhang Wenhan Luo Changsheng Li Ye Yuan Guoren Wang CVBM 73 5 0 28 Jun 2022
Prior-Guided One-shot Neural Architecture Search Peijie Dong Xin-Yi Niu Lujun Li Linzhen Xie Wenbin Zou Tian-Chun Ye Zimian Wei H. Pan 190 22 0 27 Jun 2022
Revisiting Architecture-aware Knowledge Distillation: Smaller Models and Faster Search Taehyeon Kim Heesoo Myeong Se-Young Yun 85 2 0 27 Jun 2022
FEATHERS: Federated Architecture and Hyperparameter Search Jonas Seng P. Prasad Martin Mundt Devendra Singh Dhami Kristian Kersting FedML 134 3 0 24 Jun 2022
FedorAS: Federated Architecture Search under system heterogeneity Łukasz Dudziak Stefanos Laskaridis Javier Fernandez-Marques FedML 128 7 0 22 Jun 2022
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Han Xiao Ziwei Wang Zhengbiao Zhu Jie Zhou Jiwen Lu TDI 57 41 0 20 Jun 2022
FreeREA: Training-Free Evolution-based Architecture Search Niccolò Cavagnero Luc Robbiano Barbara Caputo Giuseppe Averta 66 19 0 17 Jun 2022
Neural Architecture Adaptation for Object Detection by Searching Channel Dimensions and Mapping Pre-trained Parameters Harim Jung Myeong-Seok Oh Cheoljong Yang Seong-Whan Lee ObjD 62 0 0 17 Jun 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 86 61 0 15 Jun 2022
Sparse Structure Search for Parameter-Efficient Tuning Shengding Hu Zhen Zhang Ning Ding Yadao Wang Yasheng Wang Zhiyuan Liu Maosong Sun 76 17 0 15 Jun 2022
MLP-3D: A MLP-like 3D Architecture with Grouped Time Mixing Zhaofan Qiu Ting Yao Chong-Wah Ngo Tao Mei ViT 75 15 0 13 Jun 2022
Neural Prompt Search Yuanhan Zhang Kaiyang Zhou Ziwei Liu VPVLM VLM 108 152 0 09 Jun 2022
SDQ: Stochastic Differentiable Quantization with Mixed Precision Xijie Huang Zhiqiang Shen Shichao Li Zechun Liu Xianghong Hu Jeffry Wicaksana Eric P. Xing Kwang-Ting Cheng MQ 112 34 0 09 Jun 2022
Towards Self-supervised and Weight-preserving Neural Architecture Search Zhuowei Li Yibo Gao Zhenzhou Zha Hu Zhiqiang Qing Xia Shaoting Zhang Dimitris N. Metaxas 74 4 0 08 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 100 44 0 03 Jun 2022
Automatic Relation-aware Graph Network Proliferation Shaofei Cai Liang Li Xinzhe Han Jiebo Luo Zhengjun Zha Qingming Huang GNN 73 8 0 31 May 2022
Pooling Revisited: Your Receptive Field is Suboptimal Dong-Hwan Jang Sanghyeok Chu Joonhyuk Kim Bohyung Han 52 11 0 30 May 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 109 125 0 29 May 2022
AANG: Automating Auxiliary Learning Lucio Dery Paul Michel M. Khodak Graham Neubig Ameet Talwalkar 114 9 0 27 May 2022
Auto-PINN: Understanding and Optimizing Physics-Informed Neural Architecture Yicheng Wang Xiaotian Han Chia-Yuan Chang Daochen Zha U. Braga-Neto Helen Zhou PINN AI4CE 71 23 0 27 May 2022
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems Andrea Gesmundo J. Dean 167 24 0 25 May 2022
Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning Jiahui Gao Renjie Pi Yong Lin Hang Xu Jiacheng Ye Zhiyong Wu Weizhong Zhang Xiaodan Liang Zhenguo Li Lingpeng Kong SyDa VLM 158 50 0 25 May 2022
FlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid? Shikhar Tuli Bhishma Dedhia Shreshth Tuli N. Jha 94 14 0 23 May 2022
muNet: Evolving Pretrained Deep Neural Networks into Scalable Auto-tuning Multitask Systems Andrea Gesmundo J. Dean 109 19 0 22 May 2022
PSO-Convolutional Neural Networks with Heterogeneous Learning Rate N. H. Phong A. Santos B. Ribeiro 82 8 0 20 May 2022
Neural Additive Models for Nowcasting Wonkeun Jo Dongil Kim 126 4 0 20 May 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 90 4 0 19 May 2022
Heat Source Layout Optimization Using Automatic Deep Learning Surrogate and Multimodal Neighborhood Search Algorithm Jialiang Sun Xiaohu Zheng Wen Yao Xiaoya Zhang Weien Zhou Xiaoqian Chen 58 3 0 16 May 2022
Proxyless Neural Architecture Adaptation for Supervised Learning and Self-Supervised Learning Do-Guk Kim Heung-Chang Lee 37 0 0 15 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 128 391 0 13 May 2022
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis Wuyang Chen Wei-Ping Huang Xinyu Gong Boris Hanin Zhangyang Wang 92 7 0 11 May 2022
AutoLC: Search Lightweight and Top-Performing Architecture for Remote Sensing Image Land-Cover Classification Chenyu Zheng Junjue Wang A. Ma Yanfei Zhong 30 6 0 11 May 2022
A Collaboration Strategy in the Mining Pool for Proof-of-Neural-Architecture Consensus Boyang Albert Li Qing Lu Weiwen Jiang Taeho Jung Yiyu Shi 64 6 0 05 May 2022
UnrealNAS: Can We Search Neural Architectures with Unreal Data? Zhen Dong Kaichen Zhou Ge Li Qiang Zhou Mingfei Guo Guohao Li Kurt Keutzer Shanghang Zhang 65 0 0 04 May 2022