Neural Architecture Search: Insights from 1000 Papers

20 January 2023

Papers citing "Neural Architecture Search: Insights from 1000 Papers"

50 / 80 papers shown

Title
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 79 0 0 22 Apr 2025
Neural Attention Search Difan Deng Marius Lindauer 108 0 0 21 Feb 2025
CANeRV: Content Adaptive Neural Representation for Video Compression Lv Tang Jun Zhu Xinfeng Zhang Li Zhang Siwei Ma Qingming Huang 124 1 0 10 Feb 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 378 0 0 18 Dec 2024
Geometric Inductive Biases of Deep Networks: The Role of Data and Architecture Sajad Movahedi Antonio Orvieto Seyed-Mohsen Moosavi-Dezfooli AI4CE AAML 375 0 0 15 Oct 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 89 4 0 17 Jun 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 66 1 0 28 Feb 2024
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 120 0 0 23 May 2023
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition Samuel Dooley R. Sukthanker John P. Dickerson Colin White Frank Hutter Micah Goldblum CVBM 31 21 0 18 Oct 2022
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second Noah Hollmann Samuel G. Müller Katharina Eggensperger Frank Hutter 57 283 0 05 Jul 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 94 30,021 0 01 Mar 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 65 26 0 16 Dec 2021
AI and the Everything in the Whole Wide World Benchmark Inioluwa Deborah Raji Emily M. Bender Amandalynne Paullada Emily L. Denton A. Hanna 44 301 0 26 Nov 2021
Approximate Neural Architecture Search via Operation Distribution Learning Xingchen Wan Binxin Ru P. Esperança Fabio Maria Carlucci 49 7 0 08 Nov 2021
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 179 154 0 17 Sep 2021
Neural Ensemble Search via Bayesian Sampling Yao Shu Yizhou Chen Zhongxiang Dai Bryan Kian Hsiang Low BDL 26 8 0 06 Sep 2021
Generic Neural Architecture Search via Regression Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 48 27 0 04 Aug 2021
GLiT: Neural Architecture Search for Global and Local Image Transformer Boyu Chen Peixia Li Chuming Li Baopu Li Lei Bai Chen Lin Ming Sun Junjie Yan Wanli Ouyang ViT 58 85 0 07 Jul 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung Sung Ju Hwang 55 43 0 02 Jul 2021
HR-NAS: Searching Efficient High-Resolution Neural Architectures with Lightweight Transformers Mingyu Ding Xiaochen Lian Linjie Yang Peng Wang Xiaojie Jin Zhiwu Lu Ping Luo ViT 49 60 0 11 Jun 2021
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search Yawen Duan Xin Chen Hang Xu Zewei Chen Li Xiaodan Tong Zhang Zhenguo Li ViT 41 70 0 25 May 2021
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 82 105 0 23 Mar 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 79 109 0 19 Mar 2021
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra Łukasz Dudziak Nicholas D. Lane 48 253 0 20 Jan 2021
Trilevel Neural Architecture Search for Efficient Single Image Super-Resolution Yan Wu Zhiwu Huang Suryansh Kumar R. Sukthanker Radu Timofte Luc Van Gool 30 21 0 17 Jan 2021
Learning the Pareto Front with Hypernetworks Aviv Navon Aviv Shamsian Gal Chechik Ethan Fetaya 93 142 0 08 Oct 2020
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Xiangxiang Chu Xiaoxing Wang Bo Zhang Shun Lu Xiaolin K. Wei Junchi Yan 26 164 0 02 Sep 2020
Simplifying Architecture Search for Graph Neural Network Huan Zhao Lanning Wei Quanming Yao GNN AI4CE 49 52 0 26 Aug 2020
Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search Yuan Tian Qin Wang Zhiwu Huang Wen Li Dengxin Dai Minghao Yang Jun Wang Olga Fink OffRL 31 61 0 17 Jul 2020
A Study on Encodings for Neural Architecture Search Colin White Willie Neiswanger Sam Nolen Yash Savani AI4CE 18 74 0 09 Jul 2020
Optimal Transport Kernels for Sequential and Parallel Neural Architecture Search Vu-Linh Nguyen Tam Le M. Yamada Michael A. Osborne AI4TS 40 37 0 13 Jun 2020
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? Shen Yan Yu Zheng Wei Ao Xiao Zeng Mi Zhang SSL AI4CE 52 101 0 12 Jun 2020
Local Search is a Remarkably Strong Baseline for Neural Architecture Search T. D. Ottelander A. Dushatskiy M. Virgolin Peter A. N. Bosman OOD 42 38 0 20 Apr 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 271 1,950 0 11 Apr 2020
A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS Xuefei Ning Yin Zheng Tianchen Zhao Yu Wang Huazhong Yang AI4CE 50 100 0 04 Apr 2020
Hyper-Parameter Optimization: A Review of Algorithms and Applications Tong Yu Hong Zhu AAML 25 529 0 12 Mar 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch Esteban Real Chen Liang David R. So Quoc V. Le 52 225 0 06 Mar 2020
To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing Aloïs Pourchot Alexis Ducarouge Olivier Sigaud 20 20 0 11 Feb 2020
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 47 137 0 25 Nov 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 71 317 0 25 Oct 2019
Efficient Residual Dense Block Search for Image Super-Resolution Dehua Song Chang Xu Xu Jia Yiyi Chen Chunjing Xu Yunhe Wang SupR 45 130 0 25 Sep 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 118 369 0 20 Sep 2019
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 78 179 0 07 Sep 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 66 1,267 0 26 Aug 2019
SqueezeNAS: Fast neural architecture search for faster semantic segmentation Albert Eaton Shaw D. Hunter F. Iandola Sammy Sidhu SSeg 83 73 0 05 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao Xiaowen Chu 71 1,440 0 02 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 348 24,160 0 26 Jul 2019
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Guo-Jun Qi Qi Tian H. Xiong 64 605 0 12 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 44 17,950 0 28 May 2019
Deep Neural Architecture Search with Deep Graph Bayesian Optimization Lizheng Ma Jiaxu Cui Bo Yang AI4CE BDL 19 49 0 14 May 2019