DropNAS: Grouped Operation Dropout for Differentiable Architecture Search

27 January 2022

Ruiming Tang

Yong Yu

Papers citing "DropNAS: Grouped Operation Dropout for Differentiable Architecture Search"

33 / 33 papers shown

Title
OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength Le Yang Ziwei Zheng Yizeng Han Shiji Song Gao Huang Fan Li 21 1 0 22 Sep 2024
Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach Beichen Zhang Xiaoxing Wang Xiaohan Qin Junchi Yan 25 4 0 18 Mar 2024
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Hongyi He Longjun Liu Haonan Zhang Nanning Zheng 25 8 0 19 Dec 2023
A survey on efficient vision transformers: algorithms, techniques, and performance benchmarking Lorenzo Papa Paolo Russo Irene Amerini Luping Zhou 25 42 0 05 Sep 2023
GeNAS: Neural Architecture Search with Better Generalization Joonhyun Jeong Joonsang Yu Geondo Park Dongyoon Han Y. Yoo 25 4 0 15 May 2023
$β$ -DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture Search Peng Ye Tong He Baopu Li Tao Chen Lei Bai Wanli Ouyang OOD 29 7 0 16 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Y. Sun 26 12 0 14 Jan 2023
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models Shujian Zhang Chengyue Gong Xingchao Liu RALM 37 6 0 02 Nov 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 25 12 0 16 Jul 2022
DASS: Differentiable Architecture Search for Sparse neural networks H. Mousavi Mohammad Loni Mina Alibeigi Masoud Daneshtalab 33 9 0 14 Jul 2022
Efficient Re-parameterization Operations Search for Easy-to-Deploy Network Based on Directional Evolutionary Strategy Xinyi Yu Xiaowei Wang Jintao Rong Mingyang Zhang Linlin Ou 23 1 0 13 Apr 2022
$β$ -DARTS: Beta-Decay Regularization for Differentiable Architecture Search Peng Ye Baopu Li Yikang Li Tao Chen Jiayuan Fan Wanli Ouyang 13 101 0 03 Mar 2022
UDC: Unified DNAS for Compressible TinyML Models Igor Fedorov Ramon Matas Hokchhay Tann Chu Zhou Matthew Mattina P. Whatmough AI4CE 21 13 0 15 Jan 2022
Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search Jay P. Gala P. Xie 29 1 0 01 Dec 2021
Improving Differentiable Architecture Search with a Generative Model Ruisi Zhang Youwei Liang Sai Ashish Somayajula P. Xie OOD 22 0 0 30 Nov 2021
Learning from Mistakes -- A Framework for Neural Architecture Search Bhanu Garg Li Lyna Zhang Pradyumna Sridhara Ramtin Hosseini Eric P. Xing P. Xie 17 9 0 11 Nov 2021
Approximate Neural Architecture Search via Operation Distribution Learning Xingchen Wan Binxin Ru P. Esperança Fabio Maria Carlucci 28 7 0 08 Nov 2021
Neural Ensemble Search via Bayesian Sampling Yao Shu Yizhou Chen Zhongxiang Dai Bryan Kian Hsiang Low BDL 13 8 0 06 Sep 2021
Single-DARTS: Towards Stable Architecture Search Pengfei Hou Ying Jin Yukang Chen 10 7 0 18 Aug 2021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators Yonggan Fu Yongan Zhang Yang Zhang David D. Cox Yingyan Lin MQ 50 17 0 11 Jun 2021
Interleaving Learning, with Application to Neural Architecture Search Hao Ban P. Xie 11 2 0 12 Mar 2021
Learning by Teaching, with Application to Neural Architecture Search Parth Sheth Yueyu Jiang P. Xie 23 4 0 11 Mar 2021
Stronger NAS with Weaker Predictors Junru Wu Xiyang Dai Dongdong Chen Yinpeng Chen Mengchen Liu Ye Yu Zhangyang Wang Zicheng Liu Mei Chen Lu Yuan OOD 30 40 0 21 Feb 2021
Learning by Self-Explanation, with Application to Neural Architecture Search Ramtin Hosseini P. Xie 20 5 0 23 Dec 2020
Small-Group Learning, with Application to Neural Architecture Search Xuefeng Du P. Xie 6 3 0 23 Dec 2020
Single-level Optimization For Differential Architecture Search Pengfei Hou Ying Jin 12 2 0 15 Dec 2020
Skillearn: Machine Learning Inspired by Humans' Learning Skills P. Xie Xuefeng Du Hao Ban 11 5 0 09 Dec 2020
Learning by Passing Tests, with Application to Neural Architecture Search Xuefeng Du Haochen Zhang P. Xie 18 4 0 30 Nov 2020
ROME: Robustifying Memory-Efficient NAS via Topology Disentanglement and Gradient Accumulation Xiaoxing Wang Xiangxiang Chu Yuda Fan Zhexi Zhang Bo-Wen Zhang Xiaokang Yang Junchi Yan 11 4 0 23 Nov 2020
DOTS: Decoupling Operation and Topology in Differentiable Architecture Search Yuchao Gu Li-Juan Wang Yun-Hai Liu Yi Yang Yu-Huan Wu Shao-Ping Lu Ming-Ming Cheng 27 48 0 02 Oct 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 35 108 0 04 Aug 2020
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 66 366 0 20 Sep 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 266 5,326 0 05 Nov 2016