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"

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Title
GFT: Gradient Focal Transformer Boris Kriuk Simranjit Kaur Gill Shoaib Aslam Amir Fakhrutdinov 31 0 0 14 Apr 2025
FACETS: Efficient Once-for-all Object Detection via Constrained Iterative Search Tony Tran Bin Hu 34 0 0 27 Mar 2025
AgroLLM: Connecting Farmers and Agricultural Practices through Large Language Models for Enhanced Knowledge Transfer and Practical Application Dinesh Jackson Samuel Inna Skarga-Bandurova David Sikolia Muhammad Awais 50 0 0 28 Feb 2025
NEAR: A Training-Free Pre-Estimator of Machine Learning Model Performance Raphael T. Husistein Markus Reiher Marco Eckhoff 139 1 0 20 Feb 2025
Position: Continual Learning Benefits from An Evolving Population over An Unified Model Aojun Lu Junchao Ke Chunhui Ding Jiahao Fan Yanan Sun CLL 69 0 0 10 Feb 2025
Multi-agent Architecture Search via Agentic Supernet Guibin Zhang Luyang Niu Junfeng Fang K. Wang Lei Bai X. Wang 94 3 0 06 Feb 2025
Efficient Global Neural Architecture Search Shahid Siddiqui C. Kyrkou T. Theocharides 57 0 0 05 Feb 2025
Meta-Sparsity: Learning Optimal Sparse Structures in Multi-task Networks through Meta-learning Richa Upadhyay Ronald Phlypo Rajkumar Saini Marcus Liwicki 35 0 0 21 Jan 2025
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond Weiyu Chen Xiaoyuan Zhang Baijiong Lin Xi Victoria Lin Han Zhao Qingfu Zhang James T. Kwok 75 2 0 19 Jan 2025
TART: Token-based Architecture Transformer for Neural Network Performance Prediction Yannis Y. He 40 0 0 02 Jan 2025
Review of Mathematical Optimization in Federated Learning Shusen Yang Fangyuan Zhao Zihao Zhou Liang Shi Xuebin Ren Zongben Xu FedML AI4CE 70 0 0 02 Dec 2024
When Babies Teach Babies: Can student knowledge sharing outperform Teacher-Guided Distillation on small datasets? Srikrishna Iyer FedML 69 0 0 25 Nov 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 29 4 0 06 Nov 2024
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective Haixiang Sun Ye Shi 31 0 0 30 Oct 2024
A Survey of Low-shot Vision-Language Model Adaptation via Representer Theorem Kun Ding Ying Wang Gaofeng Meng Shiming Xiang VLM 29 0 0 15 Oct 2024
A CLIP-Powered Framework for Robust and Generalizable Data Selection S. M. I. Simon X. Yang Peng Ye Wanli Ouyang Dongzhan Zhou F. Shen 29 1 0 15 Oct 2024
Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning Nusrat Jahan Prottasha Asif Mahmud Md. Shohanur Islam Sobuj Prakash Bhat Md. Kowsher Niloofar Yousefi O. Garibay 30 4 0 11 Oct 2024
UniAutoML: A Human-Centered Framework for Unified Discriminative and Generative AutoML with Large Language Models Jiayi Guo Zan Chen Yingrui Ji Liyun Zhang Daqin Luo Zhigang Li Yiqin Shen HAI 24 0 0 09 Oct 2024
A Benchmark on Directed Graph Representation Learning in Hardware Designs Haoyu Wang Yinan Huang Nan Wu Pan Li OOD 38 1 0 09 Oct 2024
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML Patara Trirat Wonyong Jeong Sung Ju Hwang LLMAG 23 10 0 03 Oct 2024
Lightweight Neural Architecture Search for Cerebral Palsy Detection Felix Tempel Espen Alexander F. Ihlen Inga Strümke 24 2 0 30 Sep 2024
Flexiffusion: Segment-wise Neural Architecture Search for Flexible Denoising Schedule Hongtao Huang Xiaojun Chang Lina Yao 30 0 0 26 Sep 2024
Archon: An Architecture Search Framework for Inference-Time Techniques Jon Saad-Falcon Adrian Gamarra Lafuente Shlok Natarajan Nahum Maru Hristo Todorov ... E. Kelly Buchanan Mayee Chen Neel Guha Christopher Ré Azalia Mirhoseini AI4CE 31 19 0 23 Sep 2024
EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition Huafeng Qin Hongyu Zhu Xin Jin Xin Yu M. El-Yacoubi Xinbo Gao 23 0 0 22 Sep 2024
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)? Lorenzo Loconte Antonio Mari G. Gala Robert Peharz Cassio de Campos Erik Quaeghebeur G. Vessio Antonio Vergari 43 8 0 12 Sep 2024
NAS-Cap: Deep-Learning Driven 3-D Capacitance Extraction with Neural Architecture Search and Data Augmentation Haoyuan Li Dingcheng Yang Chunyan Pei Wenjian Yu 3DV 27 0 0 23 Aug 2024
Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition Róisín Luo James McDermott C. O'Riordan AAML 32 0 0 02 Aug 2024
SepAl: Sepsis Alerts On Low Power Wearables With Digital Biomarkers and On-Device Tiny Machine Learning Marco Giordano Kanika S. Dheman Michele Magno 32 3 0 31 Jul 2024
What Are Good Positional Encodings for Directed Graphs? Yinan Huang Haoyu Wang Pan Li 31 2 0 30 Jul 2024
MO-EMT-NAS: Multi-Objective Continuous Transfer of Architectural Knowledge Between Tasks from Different Datasets Peng Liao Xilu Wang Yaochu Jin WenLi Du 25 0 0 18 Jul 2024
KANQAS: Kolmogorov-Arnold Network for Quantum Architecture Search Akash Kundu Aritra Sarkar Abhishek Sadhu 40 29 0 25 Jun 2024
GC-Bench: A Benchmark Framework for Graph Condensation with New Insights Shengbo Gong Juntong Ni Noveen Sachdeva Carl Yang Wei Jin DD 34 3 0 24 Jun 2024
Fair Differentiable Neural Network Architecture Search for Long-Tailed Data with Self-Supervised Learning Jiaming Yan 45 0 0 19 Jun 2024
A Comprehensive Survey on Machine Learning Driven Material Defect Detection Jun Bai Di Wu T. Shelley Peter Schubel David Twine John Russell Xuesen Zeng J. Zhang 67 6 0 12 Jun 2024
Protein pathways as a catalyst to directed evolution of the topology of artificial neural networks Oscar Lao Konstantinos Zacharopoulos A. Fournaris Rossano Schifanella Ioannis Arapakis 34 0 0 07 Jun 2024
einspace: Searching for Neural Architectures from Fundamental Operations Linus Ericsson Miguel Espinosa Chenhongyi Yang Antreas Antoniou Amos Storkey Shay B. Cohen Steven G. McDonagh Elliot J. Crowley 38 1 0 31 May 2024
MAGIC: Modular Auto-encoder for Generalisable Model Inversion with Bias Corrections Yihang She Clement Atzberger Andrew Blake Adriano Gualandi Srinivasan Keshav AI4CE 16 1 0 29 May 2024
Predicting the Impact of Model Expansion through the Minima Manifold: A Loss Landscape Perspective Pranshu Malviya Jerry Huang Quentin Fournier Sarath Chandar 54 0 0 24 May 2024
When Large Language Model Meets Optimization Sen Huang Kaixiang Yang Sheng Qi Rui Wang 41 9 0 16 May 2024
Box-Free Model Watermarks Are Prone to Black-Box Removal Attacks Haonan An Guang Hua Zhiping Lin Yuguang Fang AAML 36 1 0 16 May 2024
Neural Network Compression for Reinforcement Learning Tasks Dmitry A. Ivanov D. Larionov Oleg V. Maslennikov V. Voevodin OffRL AI4CE 43 0 0 13 May 2024
Generative flow induced neural architecture search: Towards discovering optimal architecture in wavelet neural operator Hartej Soin Tapas Tripura Souvik Chakraborty 24 3 0 11 May 2024
From Algorithm to Hardware: A Survey on Efficient and Safe Deployment of Deep Neural Networks Xue Geng Zhe Wang Chunyun Chen Qing Xu Kaixin Xu ... Zhenghua Chen M. Aly Jie Lin Min-man Wu Xiaoli Li 33 1 0 09 May 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 69 6 0 14 Apr 2024
Structured Model Pruning for Efficient Inference in Computational Pathology Mohammed Adnan Qinle Ba Nazim Shaikh Shivam Kalra Satarupa Mukherjee A. Lorsakul MedIm 32 1 0 12 Apr 2024
ApproxDARTS: Differentiable Neural Architecture Search with Approximate Multipliers Michal Pinos Lukás Sekanina Vojtěch Mrázek MQ 24 1 0 08 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 50 48 0 08 Apr 2024
Knowledge Distillation with Multi-granularity Mixture of Priors for Image Super-Resolution Simiao Li Yun-feng Zhang Wei Li Hanting Chen Wenjia Wang Bingyi Jing Shaohui Lin Jie Hu SupR 40 1 0 03 Apr 2024
Systematic construction of continuous-time neural networks for linear dynamical systems Chinmay Datar Adwait Datar Felix Dietrich W. Schilders AI4TS 36 1 0 24 Mar 2024
Enhancing Traffic Incident Management with Large Language Models: A Hybrid Machine Learning Approach for Severity Classification Artur Grigorev Khaled Saleh Yuming Ou Adriana-Simona Mihaita 18 5 0 20 Mar 2024