A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions

1 June 2020

Pengzhen Ren

Yun Xiao

Xiaojun Chang

Po-Yao (Bernie) Huang

Papers citing "A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions"

50 / 220 papers shown

Title
Continual Forgetting for Pre-trained Vision Models Hongbo Zhao Bolin Ni Haochen Wang Junsong Fan Fei Zhu Yuxi Wang Yuntao Chen Gaofeng Meng Zhaoxiang Zhang MU VLM 73 11 0 18 Mar 2024
Anytime Neural Architecture Search on Tabular Data Naili Xing Shaofeng Cai Zhaojing Luo Bengchin Ooi Jian Pei 34 1 0 15 Mar 2024
Efficient Multiplayer Battle Game Optimizer for Adversarial Robust Neural Architecture Search Rui Zhong Yuefeng Xu Chao Zhang Jun Yu 29 1 0 15 Mar 2024
Achieving Pareto Optimality using Efficient Parameter Reduction for DNNs in Resource-Constrained Edge Environment Atah Nuh Mih Alireza Rahimi Asfia Kawnine Francis Palma Monica Wachowicz R. Dubay Hung Cao 31 0 0 14 Mar 2024
Graph Data Condensation via Self-expressive Graph Structure Reconstruction Zhanyu Liu Chaolv Zeng Guanjie Zheng DD 64 11 0 12 Mar 2024
ECToNAS: Evolutionary Cross-Topology Neural Architecture Search Elisabeth J. Schiessler R. Aydin C. Cyron 34 0 0 08 Mar 2024
Unsupervised Graph Neural Architecture Search with Disentangled Self-supervision Zeyang Zhang Xin Wang Ziwei Zhang Guangyao Shen Shiqi Shen Wenwu Zhu 48 12 0 08 Mar 2024
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS Yameng Peng Andy Song Haytham M. Fayek Victor Ciesielski Xiaojun Chang 37 4 0 07 Mar 2024
DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions Guangrun Wang Changlin Li Liuchun Yuan Jiefeng Peng Xiaoyu Xian Xiaodan Liang Xiaojun Chang Liang Lin 46 1 0 02 Mar 2024
FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness Matteo Gambella Fabrizio Pittorino Manuel Roveri OOD 42 3 0 29 Feb 2024
Model Compression and Efficient Inference for Large Language Models: A Survey Wenxiao Wang Wei Chen Yicong Luo Yongliu Long Zhengkai Lin Liye Zhang Binbin Lin Deng Cai Xiaofei He MQ 41 48 0 15 Feb 2024
Investigating Premature Convergence in Co-optimization of Morphology and Control in Evolved Virtual Soft Robots Alican Mertan Nick Cheney 22 6 0 14 Feb 2024
Designing deep neural networks for driver intention recognition Koen Vellenga H. Steinhauer Alexander Karlsson Göran Falkman A. Rhodin A. Koppisetty 11 1 0 07 Feb 2024
Trillion Parameter AI Serving Infrastructure for Scientific Discovery: A Survey and Vision Nathaniel Hudson J. G. Pauloski Matt Baughman Alok V. Kamatar Mansi Sakarvadia ... Owen Price Skelly Ben Blaiszik Rick L. Stevens Kyle Chard Ian Foster MedIm 27 8 0 05 Feb 2024
NetLLM: Adapting Large Language Models for Networking Duo Wu Xianda Wang Yaqi Qiao Zhi Wang Junchen Jiang Shuguang Cui Fangxin Wang 40 30 0 04 Feb 2024
A Comprehensive Survey on Graph Reduction: Sparsification, Coarsening, and Condensation Mohammad Hashemi Shengbo Gong Juntong Ni Wenqi Fan B. A. Prakash Wei-dong Jin DD 76 40 0 29 Jan 2024
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks Matteo Gambella Jary Pomponi Simone Scardapane Manuel Roveri 25 2 0 24 Jan 2024
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap Xingyu Wu Sheng-hao Wu Jibin Wu Liang Feng Kay Chen Tan ELM 51 59 0 18 Jan 2024
Knowledge Translation: A New Pathway for Model Compression Wujie Sun Defang Chen Jiawei Chen Yan Feng Chun-Yen Chen Can Wang 31 0 0 11 Jan 2024
PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques Tzu-Han Lin How-Shing Wang Hao-Yung Weng Kuang-Chen Peng Zih-Ching Chen Hung-yi Lee 37 5 0 04 Jan 2024
Neural Architecture Codesign for Fast Bragg Peak Analysis Luke McDermott Jason Weitz Dmitri Demler Daniel Cummings N. Tran Javier Mauricio Duarte MQ 25 0 0 10 Dec 2023
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 41 17 0 01 Dec 2023
Combined Scheduling, Memory Allocation and Tensor Replacement for Minimizing Off-Chip Data Accesses of DNN Accelerators Yi Li Aarti Gupta Sharad Malik 13 1 0 30 Nov 2023
Auto-CsiNet: Scenario-customized Automatic Neural Network Architecture Generation for Massive MIMO CSI Feedback Xiangyi Li Jiajia Guo Chao-Kai Wen Shi Jin 18 2 0 27 Nov 2023
QuickDrop: Efficient Federated Unlearning by Integrated Dataset Distillation Akash Dhasade Yaohong Ding Song Guo Anne-Marie Kermarrec M. Vos Leijie Wu MU DD 24 6 0 27 Nov 2023
NAS-ASDet: An Adaptive Design Method for Surface Defect Detection Network using Neural Architecture Search Zhenrong Wang Bin Li Weifeng Li Shuanlong Niu Wang Miao Tongzhi Niu 39 8 0 18 Nov 2023
AutoML for Large Capacity Modeling of Meta's Ranking Systems Hang Yin Kuang-Hung Liu Mengying Sun Yuxin Chen Buyun Zhang ... Huayu Li Zhengxing Chen Wen-Yen Chen Jiyan Yang Wei Wen OffRL 27 2 0 14 Nov 2023
Machine learning's own Industrial Revolution Yuan Luo Song Han Jingjing Liu AI4CE 20 0 0 04 Nov 2023
Sequential Subset Matching for Dataset Distillation Jiawei Du Qin Shi Qiufeng Wang DD 39 27 0 02 Nov 2023
TransXNet: Learning Both Global and Local Dynamics with a Dual Dynamic Token Mixer for Visual Recognition Meng Lou Hong-Yu Zhou Sibei Yang Yizhou Yu Chuan Wu Yizhou Yu ViT 44 36 0 30 Oct 2023
Systematic AI Approach for AGI: Addressing Alignment, Energy, and AGI Grand Challenges Eren Kurshan 29 0 0 23 Oct 2023
A Machine Learning-oriented Survey on Tiny Machine Learning Luigi Capogrosso Federico Cunico D. Cheng Franco Fummi Marco Cristani SyDa MU 32 34 0 21 Sep 2023
Band-gap regression with architecture-optimized message-passing neural networks Tim Bechtel Daniel T. Speckhard Jonathan Godwin Claudia Ambrosch-Draxl 32 0 0 12 Sep 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing Clifford Broni-Bediako Junshi Xia Naoto Yokoya 48 9 0 12 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 52 3 0 11 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 35 15 0 05 Sep 2023
A Review of Differentiable Digital Signal Processing for Music & Speech Synthesis B. Hayes Jordie Shier Gyorgy Fazekas Andrew Mcpherson C. Saitis 27 21 0 29 Aug 2023
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning Shiming Chen Shuhuang Chen W. Hou Weiping Ding Xinge You GAN 30 10 0 19 Aug 2023
A Survey on Multi-Objective Neural Architecture Search Seyed Mahdi Shariatzadeh M. Fathy R. Berangi M. Shahverdy 33 1 0 18 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 43 29 0 18 Jul 2023
DDNAS: Discretized Differentiable Neural Architecture Search for Text Classification Kuan-Yu Chen Cheng Li Kuo-Jung Lee 28 1 0 12 Jul 2023
Zero-Shot Neural Architecture Search: Challenges, Solutions, and Opportunities Guihong Li Duc-Tuong Hoang Kartikeya Bhardwaj Ming Lin Zhangyang Wang R. Marculescu 40 10 0 05 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 31 1 0 21 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 35 1 0 12 Jun 2023
BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level Optimization Chen Fan Gaspard Choné-Ducasse Mark W. Schmidt Christos Thrampoulidis 27 3 0 30 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review Jiajia Li Dong Chen Xinda Qi Zhao Li Yanbo Huang Daniel Morris Xiaobo Tan 39 34 0 24 May 2023
Enhancing Speech Emotion Recognition Through Differentiable Architecture Search Thejan Rajapakshe R. Rana Sara Khalifa Berrak Sisman Björn Schuller 28 2 0 23 May 2023
Designing Optimal Behavioral Experiments Using Machine Learning Simon Valentin Steven Kleinegesse Neil R. Bramley P. Seriès Michael U. Gutmann Chris Lucas 27 2 0 12 May 2023
GPT-NAS: Evolutionary Neural Architecture Search with the Generative Pre-Trained Model Caiyang Yu Xianggen Liu Wentao Feng Yun Liu Wentao Feng Deng Xiong Chenwei Tang Jiancheng Lv 26 1 0 09 May 2023
Multi-scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Wenxuan Pan Feifei Zhao Bing Han Yi Zeng 31 4 0 21 Apr 2023