ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

2 December 2018

Song Han

Papers citing "ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware"

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Title
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 95 0 0 22 Apr 2025
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Luca Bompani Daniele Jahier Pagliari 80 0 0 24 Feb 2025
MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks Lotfi Abdelkrim Mecharbat Alberto Marchisio Mohamed Bennai M. Ghassemi Tuka Alhanai 134 0 0 11 Feb 2025
Merino: Entropy-driven Design for Generative Language Models on IoT Devices Youpeng Zhao Ming Lin Huadong Tang Qiang Wu Jun Wang 98 0 0 28 Jan 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning Erlong Liu Yu-Chang Wu Xiaobin Huang Chengrui Gao Ren-Jian Wang Ke Xue Chao Qian OffRL 145 2 0 12 Jan 2025
EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition Huafeng Qin Hongyu Zhu Xin Jin Xin Yu M. El-Yacoubi Xinbo Gao 68 0 0 22 Sep 2024
A Thorough Performance Benchmarking on Lightweight Embedding-based Recommender Systems Hung Vinh Tran Tong Chen Quoc Viet Hung Nguyen Zi-Rui Huang Lizhen Cui Hongzhi Yin 74 1 0 25 Jun 2024
CSCO: Connectivity Search of Convolutional Operators Tunhou Zhang Shiyu Li Hsin-Pai Cheng Feng Yan Hai Helen Li Yiran Chen 53 0 0 26 Apr 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 73 1 0 28 Feb 2024
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization Han Guo Ramtin Hosseini Ruiyi Zhang Sai Ashish Somayajula Ranak Roy Chowdhury Rajesh K. Gupta Pengtao Xie 63 0 0 28 Feb 2024
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Lingkun Long Han Wan Bei Yu Weisheng Zhao MoE 58 2 0 03 Nov 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 128 0 0 23 May 2023
ERSAM: Neural Architecture Search For Energy-Efficient and Real-Time Social Ambiance Measurement Chaojian Li Wenwan Chen Jiayi Yuan Yingyan Lin Ashutosh Sabharwal 40 0 0 19 Mar 2023
Masked Autoencoders are Robust Data Augmentors Haohang Xu Shuangrui Ding Xiaopeng Zhang H. Xiong 72 27 0 10 Jun 2022
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run Bichen Wu Chaojian Li Hang Zhang Xiaoliang Dai Peizhao Zhang Matthew Yu Jialiang Wang Yingyan Lin Peter Vajda ViT 78 24 0 19 Nov 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 87 109 0 19 Mar 2021
DrNAS: Dirichlet Neural Architecture Search Xiangning Chen Ruochen Wang Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh OOD 37 100 0 18 Jun 2020
Multi-fidelity Neural Architecture Search with Knowledge Distillation I. Trofimov Nikita Klyuchnikov Mikhail Salnikov Alexander N. Filippov Evgeny Burnaev 44 15 0 15 Jun 2020
AMEIR: Automatic Behavior Modeling, Interaction Exploration and MLP Investigation in the Recommender System Pengyu Zhao Kecheng Xiao Yuanxing Zhang Kaigui Bian Wei Yan 63 16 0 10 Jun 2020
Differentiable Neural Input Search for Recommender Systems Weiyu Cheng Yanyan Shen Linpeng Huang 53 36 0 08 Jun 2020
Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators Weiwen Jiang Qiuwen Lou Zheyu Yan Lei Yang Jiaxi Hu X. S. Hu Yiyu Shi 55 72 0 31 Oct 2019
Neural Architecture Optimization Renqian Luo Fei Tian Tao Qin Enhong Chen Tie-Yan Liu 3DV 60 651 0 22 Aug 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 89 2,995 0 31 Jul 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 128 4,957 0 30 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 165 4,326 0 24 Jun 2018
DPP-Net: Device-aware Progressive Search for Pareto-optimal Neural Architectures Jin-Dong Dong A. Cheng Da-Cheng Juan Wei Wei Min Sun 44 181 0 21 Jun 2018
Path-Level Network Transformation for Efficient Architecture Search Han Cai Jiacheng Yang Weinan Zhang Song Han Yong Yu 40 210 0 07 Jun 2018
Fast Neural Architecture Construction using EnvelopeNets Purushotham Kamath Abhishek Singh Debo Dutta 3DPC 27 7 0 18 Mar 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 65 1,346 0 10 Feb 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 76 2,761 0 09 Feb 2018
ShakeDrop Regularization for Deep Residual Learning Yoshihiro Yamada Masakazu Iwamura Takuya Akiba K. Kise 55 162 0 07 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 123 3,021 0 05 Feb 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 129 19,124 0 13 Jan 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 72 1,986 0 02 Dec 2017
Simple And Efficient Architecture Search for Convolutional Neural Networks T. Elsken J. H. Metzen Frank Hutter 52 231 0 13 Nov 2017
Hierarchical Representations for Efficient Architecture Search Hanxiao Liu Karen Simonyan Oriol Vinyals Chrisantha Fernando Koray Kavukcuoglu 3DV 69 925 0 01 Nov 2017
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 96 2,407 0 22 Aug 2017
SMASH: One-Shot Model Architecture Search through HyperNetworks Andrew Brock Theodore Lim J. Ritchie Nick Weston 98 762 0 17 Aug 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 81 3,739 0 15 Aug 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 139 5,577 0 21 Jul 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.0K 20,747 0 17 Apr 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 378 5,362 0 05 Nov 2016
Deep Pyramidal Residual Networks Dongyoon Han Jiwhan Kim Junmo Kim 72 690 0 10 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 624 36,599 0 25 Aug 2016
Deep Networks with Stochastic Depth Gao Huang Yu Sun Zhuang Liu Daniel Sedra Kilian Q. Weinberger 151 2,344 0 30 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 114 7,448 0 24 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
BinaryConnect: Training Deep Neural Networks with binary weights during propagations Matthieu Courbariaux Yoshua Bengio J. David MQ 139 2,976 0 02 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 194 8,793 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 226 6,628 0 08 Jun 2015