Rethinking Architecture Selection in Differentiable NAS

10 August 2021

Papers citing "Rethinking Architecture Selection in Differentiable NAS"

46 / 96 papers shown

Title
$Λ$ -DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells Sajad Movahedi Melika Adabinejad Ayyoob Imani Arezou Keshavarz Mostafa Dehghani A. Shakery Babak Nadjar Araabi 26 17 0 14 Oct 2022
BLOX: Macro Neural Architecture Search Benchmark and Algorithms Thomas C. P. Chau L. Dudziak Hongkai Wen Nicholas D. Lane Mohamed S. Abdelfattah 27 13 0 13 Oct 2022
DARTFormer: Finding The Best Type Of Attention Jason Brown Yiren Zhao Ilia Shumailov Robert D. Mullins 22 6 0 02 Oct 2022
Efficient Non-Parametric Optimizer Search for Diverse Tasks Ruochen Wang Yuanhao Xiong Minhao Cheng Cho-Jui Hsieh 27 5 0 27 Sep 2022
DARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common Corruptions Xuhong Ren Jianlang Chen Felix Juefei Xu Wanli Xue Qing-Wu Guo L. Ma Jianjun Zhao Shengyong Chen AAML OOD 24 11 0 21 Sep 2022
On the Privacy Risks of Cell-Based NAS Architectures Haiping Huang Zhikun Zhang Yun Shen Michael Backes Qi Li Yang Zhang 27 7 0 04 Sep 2022
QuantNAS for super resolution: searching for efficient quantization-friendly architectures against quantization noise Egor Shvetsov Dmitry Osin Alexey Zaytsev Ivan Koryakovskiy Valentin Buchnev I. Trofimov Evgeny Burnaev MQ 23 2 0 31 Aug 2022
Differentiable Architecture Search with Random Features Xuanyang Zhang Yonggang Li Xinming Zhang Yongtao Wang Jian Sun 22 10 0 18 Aug 2022
DC-BENCH: Dataset Condensation Benchmark Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 34 72 0 20 Jul 2022
DASS: Differentiable Architecture Search for Sparse neural networks H. Mousavi Mohammad Loni Mina Alibeigi Masoud Daneshtalab 38 9 0 14 Jul 2022
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Han Xiao Ziwei Wang Zhengbiao Zhu Jie Zhou Jiwen Lu TDI 14 37 0 20 Jun 2022
UnrealNAS: Can We Search Neural Architectures with Unreal Data? Zhen Dong Kaichen Zhou Bernard Ghanem Qiang Zhou Mingfei Guo Guohao Li Kurt Keutzer Shanghang Zhang 33 0 0 04 May 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 40 2 0 08 Apr 2022
Generalizing Few-Shot NAS with Gradient Matching Shou-Yong Hu Ruochen Wang Lanqing Hong Zhenguo Li Cho-Jui Hsieh Jiashi Feng 25 23 0 29 Mar 2022
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning Haoxiang Wang Yite Wang Ruoyu Sun Bo-wen Li 29 27 0 17 Mar 2022
On Redundancy and Diversity in Cell-based Neural Architecture Search Xingchen Wan Binxin Ru Pedro M. Esperancca Zhenguo Li 27 20 0 16 Mar 2022
A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation Tianxiang Sun Xiangyang Liu Wei-wei Zhu Zhichao Geng Lingling Wu Yilong He Yuan Ni Guotong Xie Xuanjing Huang Xipeng Qiu 34 40 0 03 Mar 2022
$β$ -DARTS: Beta-Decay Regularization for Differentiable Architecture Search Peng Ye Baopu Li Yikang Li Tao Chen Jiayuan Fan Wanli Ouyang 16 101 0 03 Mar 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 33 17 0 15 Feb 2022
B2EA: An Evolutionary Algorithm Assisted by Two Bayesian Optimization Modules for Neural Architecture Search Hyunghun Cho Jungwook Shin Wonjong Rhee 30 7 0 07 Feb 2022
SPIDER: Searching Personalized Neural Architecture for Federated Learning Erum Mushtaq Chaoyang He Jie Ding A. Avestimehr FedML 18 20 0 27 Dec 2021
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule Miao Zhang Jilin Hu Steven W. Su Shirui Pan Xiaojun Chang B. Yang Gholamreza Haffari OOD 45 15 0 25 Nov 2021
Learning Graph Representation of Person-specific Cognitive Processes from Audio-visual Behaviours for Automatic Personality Recognition Siyang Song Zilong Shao S. Jaiswal Linlin Shen M. Valstar Hatice Gunes 32 8 0 26 Oct 2021
BINAS: Bilinear Interpretable Neural Architecture Search Niv Nayman Y. Aflalo M. Trosset Rong Jin Lihi Zelnik-Manor 20 2 0 24 Oct 2021
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies Yu Shen Yang Li Jian Zheng Wentao Zhang Peng Yao Jixiang Li Sen Yang Ji Liu Cui Bin AI4CE 42 30 0 20 Oct 2021
On the Security Risks of AutoML Ren Pang Zhaohan Xi S. Ji Xiapu Luo Ting Wang AAML 19 10 0 12 Oct 2021
Delve into the Performance Degradation of Differentiable Architecture Search Jiuling Zhang Zhiming Ding 33 1 0 28 Sep 2021
Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning Chi Zhang Henghui Ding Guosheng Lin Ruibo Li Changhu Wang Chunhua Shen 39 40 0 13 Sep 2021
Analyzing and Mitigating Interference in Neural Architecture Search Jin Xu Xu Tan Kaitao Song Renqian Luo Yichong Leng Tao Qin Tie-Yan Liu Jian Li MoMe 28 29 0 29 Aug 2021
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization Huiqun Wang Ruijie Yang Di Huang Yunhong Wang 16 27 0 25 Aug 2021
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving Ruochen Wang Xiangning Chen Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh 33 13 0 18 Aug 2021
Bag of Tricks for Neural Architecture Search T. Elsken B. Staffler Arber Zela J. H. Metzen Frank Hutter 27 5 0 08 Jul 2021
DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS Kaitlin Maile Erwan Lecarpentier H. Luga Dennis G. Wilson 22 1 0 22 Jun 2021
Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis Miao Zhang Wei Huang Li Wang 23 1 0 22 Jun 2021
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Miao Zhang Steven W. Su Shirui Pan Xiaojun Chang Ehsan Abbasnejad Reza Haffari 24 68 0 21 Jun 2021
Redefining Neural Architecture Search of Heterogeneous Multi-Network Models by Characterizing Variation Operators and Model Components Unai Garciarena Roberto Santana A. Mendiburu 12 2 0 16 Jun 2021
Zero-Cost Operation Scoring in Differentiable Architecture Search Li Xiang L. Dudziak Mohamed S. Abdelfattah Thomas C. P. Chau Nicholas D. Lane Hongkai Wen 16 5 0 12 Jun 2021
FEAR: A Simple Lightweight Method to Rank Architectures Debadeepta Dey Shital C. Shah Sébastien Bubeck OOD 22 4 0 07 Jun 2021
Differentiable Architecture Search for Reinforcement Learning Yingjie Miao Xingyou Song John D. Co-Reyes Daiyi Peng Summer Yue E. Brevdo Aleksandra Faust 20 4 0 04 Jun 2021
Learning Versatile Neural Architectures by Propagating Network Codes Mingyu Ding Yuqi Huo Haoyu Lu Linjie Yang Zhe Wang Zhiwu Lu Jingdong Wang Ping Luo AAML 32 13 0 24 Mar 2021
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 34 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 27 4 0 23 Nov 2020
RARTS: An Efficient First-Order Relaxed Architecture Search Method Fanghui Xue Y. Qi Jack Xin 19 1 0 10 Aug 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 25 48 0 18 Jun 2020
DrNAS: Dirichlet Neural Architecture Search Xiangning Chen Ruochen Wang Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh OOD 8 98 0 18 Jun 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016