Neural Architecture Search: Insights from 1000 Papers

20 January 2023

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

50 / 88 papers shown

Title
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 97 0 0 22 Apr 2025
Neural Attention Search Difan Deng Marius Lindauer 116 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 128 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 403 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 415 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 99 4 0 17 Jun 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 75 1 0 28 Feb 2024
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 130 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 36 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 65 283 0 05 Jul 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 143 30,069 0 01 Mar 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 85 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 46 301 0 26 Nov 2021
Approximate Neural Architecture Search via Operation Distribution Learning Xingchen Wan Binxin Ru P. Esperança Fabio Maria Carlucci 56 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 197 154 0 17 Sep 2021
Neural Ensemble Search via Bayesian Sampling Yao Shu Yizhou Chen Zhongxiang Dai Bryan Kian Hsiang Low BDL 28 8 0 06 Sep 2021
Generic Neural Architecture Search via Regression Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 53 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 61 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 58 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 84 105 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 89 109 0 19 Mar 2021
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra Łukasz Dudziak Nicholas D. Lane 51 255 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 32 21 0 17 Jan 2021
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps Tri Dao N. Sohoni Albert Gu Matthew Eichhorn Amit Blonder Megan Leszczynski Atri Rudra Christopher Ré 40 47 0 29 Dec 2020
Learning the Pareto Front with Hypernetworks Aviv Navon Aviv Shamsian Gal Chechik Ethan Fetaya 96 142 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 29 166 0 02 Sep 2020
Simplifying Architecture Search for Graph Neural Network Huan Zhao Lanning Wei Quanming Yao GNN AI4CE 57 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 34 61 0 17 Jul 2020
A Study on Encodings for Neural Architecture Search Colin White Willie Neiswanger Sam Nolen Yash Savani AI4CE 20 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 45 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
Neural Architecture Search without Training J. Mellor Jack Turner Amos Storkey Elliot J. Crowley 36 380 0 08 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 50 38 0 20 Apr 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 296 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 52 100 0 04 Apr 2020
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection Jianyuan Guo Kai Han Yunhe Wang Chao Zhang Zhaohui Yang Hanxue Wu Xinghao Chen Chang Xu 44 99 0 26 Mar 2020
Hyper-Parameter Optimization: A Review of Algorithms and Applications Tong Yu Hong Zhu AAML 36 529 0 12 Mar 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch Esteban Real Chen Liang David R. So Quoc V. Le 57 225 0 06 Mar 2020
To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing Aloïs Pourchot Alexis Ducarouge Olivier Sigaud 30 20 0 11 Feb 2020
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 54 137 0 25 Nov 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 81 317 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 48 130 0 25 Sep 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 123 369 0 20 Sep 2019
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 83 179 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 75 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 406 24,160 0 26 Jul 2019