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
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 2021
Evaluating Generic Auto-ML Tools for Computational Pathology L. O. Schwen D. Schacherer C. Geißler A. Homeyer 32 12 0 07 Dec 2021
Logic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network Inference Erwei Wang James J. Davis G. Stavrou P. Cheung G. Constantinides Mohamed S. Abdelfattah MQ 14 11 0 04 Dec 2021
TinyDefectNet: Highly Compact Deep Neural Network Architecture for High-Throughput Manufacturing Visual Quality Inspection M. Shafiee M. Famouri Gautam Bathla Francis Li Alexander Wong 19 3 0 29 Nov 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 37 15 0 25 Nov 2021
Ultra-Low Power Keyword Spotting at the Edge Mehmet Gorkem Ulkar O. E. Okman 11 11 0 09 Nov 2021
Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems Kalifou René Traoré Andrés Camero Xiao Xiang Zhu 11 7 0 02 Nov 2021
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search Bingqian Lu Jianyi Yang Weiwen Jiang Yiyu Shi Shaolei Ren 16 24 0 01 Nov 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 32 379 0 30 Oct 2021
Active Learning for Deep Visual Tracking Di Yuan Xiaojun Chang Yi Yang Qiao Liu Dehua Wang Zhenyu He 22 86 0 17 Oct 2021
Reliable Shot Identification for Complex Event Detection via Visual-Semantic Embedding Minnan Luo Xiaojun Chang Chen Gong 6 9 0 12 Oct 2021
Towards Explainable Real Estate Valuation via Evolutionary Algorithms Sebastian Angrick Ben Bals Niko Hastrich M. Kleissl Jonas Schmidt Vanja Doskoc Maximilian Katzmann Louise Molitor Tobias Friedrich ELM 21 2 0 11 Oct 2021
Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems Tommaso Giovannelli G. Kent Luis Nunes Vicente 33 12 0 01 Oct 2021
DS-Net++: Dynamic Weight Slicing for Efficient Inference in CNNs and Transformers Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 25 9 0 21 Sep 2021
Juvenile state hypothesis: What we can learn from lottery ticket hypothesis researches? Di Zhang 15 1 0 08 Sep 2021
ISyNet: Convolutional Neural Networks design for AI accelerator Alexey Letunovskiy Vladimir Korviakov V. Polovnikov Anastasiia Kargapoltseva I. Mazurenko Yepan Xiong 8 1 0 04 Sep 2021
Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations Ido Ben-Yair Gil Ben Shalom Moshe Eliasof Eran Treister MQ 16 5 0 31 Aug 2021
D-DARTS: Distributed Differentiable Architecture Search Alexandre Heuillet Hedi Tabia Hichem Arioui K. Youcef-Toumi 26 1 0 20 Aug 2021
Evolutionary Algorithms in Approximate Computing: A Survey Lukás Sekanina 21 4 0 16 Aug 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 24 144 0 09 Jul 2021
Differentiable Architecture Pruning for Transfer Learning Nicolo Colombo Yang Gao 16 2 0 07 Jul 2021
Integrating Large Circular Kernels into CNNs through Neural Architecture Search Kun He Chao Li Yixiao Yang Gao Huang J. Hopcroft 20 10 0 06 Jul 2021
LV-BERT: Exploiting Layer Variety for BERT Weihao Yu Zihang Jiang Fei Chen Qibin Hou Jiashi Feng MQ 18 0 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 18 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 10 68 0 21 Jun 2021
Learning Deep Morphological Networks with Neural Architecture Search Yufei Hu Nacim Belkhir Jesús Angulo Angela Yao Gianni Franchi AI4CE 28 20 0 14 Jun 2021
FEAR: A Simple Lightweight Method to Rank Architectures Debadeepta Dey Shital C. Shah Sébastien Bubeck OOD 22 4 0 07 Jun 2021
Event Classification with Multi-step Machine Learning M. Saito T. Kishimoto Yuya Kaneta Taichi Itoh Yoshiaki Umeda J. Tanaka Y. Iiyama R. Sawada K. Terashi 6 1 0 04 Jun 2021
Quantum Embedding Search for Quantum Machine Learning N. Nguyen Kwang-Cheng Chen 10 26 0 25 May 2021
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Xin Yang Yuhao Huang Ruobing Huang Haoran Dou Rui Li ... Chaoyu Chen Yuanji Zhang Haixia Wang Yi Xiong Dong Ni 25 16 0 22 May 2021
Filter Distribution Templates in Convolutional Networks for Image Classification Tasks Ramon Izquierdo-Cordova Walterio W. Mayol-Cuevas VLM 8 0 0 28 Apr 2021
Attribute-Modulated Generative Meta Learning for Zero-Shot Classification Yun Yvonna Li Zhe Liu Lina Yao Can Wang VLM 29 25 0 22 Apr 2021
Towards Efficient Convolutional Network Models with Filter Distribution Templates Ramon Izquierdo-Cordova Walterio W. Mayol-Cuevas 17 2 0 17 Apr 2021
Thief, Beware of What Get You There: Towards Understanding Model Extraction Attack Xinyi Zhang Chengfang Fang Jie Shi MIACV MLAU SILM 27 15 0 13 Apr 2021
AutoLoss-Zero: Searching Loss Functions from Scratch for Generic Tasks Hao Li Tianwen Fu Jifeng Dai Hongsheng Li Gao Huang Xizhou Zhu 29 29 0 25 Mar 2021
Dynamic Slimmable Network Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 21 143 0 24 Mar 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 37 105 0 23 Mar 2021
AutoSpace: Neural Architecture Search with Less Human Interference Daquan Zhou Xiaojie Jin Xiaochen Lian Linjie Yang Yujing Xue Qibin Hou Jiashi Feng 21 10 0 22 Mar 2021
A Comprehensive Survey of Scene Graphs: Generation and Application Xiaojun Chang Pengzhen Ren Pengfei Xu Zhihui Li Xiaojiang Chen Alexander G. Hauptmann 3DV 28 221 0 17 Mar 2021
NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Pengzhen Ren Gang Xiao Xiaojun Chang Yun Xiao Zhihui Li Xiaojiang Chen ViT 19 4 0 17 Mar 2021
Task-Adaptive Neural Network Search with Meta-Contrastive Learning Wonyong Jeong Hayeon Lee G. Park Eunyoung Hyung Jinheon Baek Sung Ju Hwang 14 9 0 02 Mar 2021
GradFreeBits: Gradient Free Bit Allocation for Dynamic Low Precision Neural Networks Ben Bodner G. B. Shalom Eran Treister MQ 19 2 0 18 Feb 2021
Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Luc Robbiano Muhammad Rameez Ur Rahman Fabio Galasso Barbara Caputo Fabio Maria Carlucci 11 16 0 12 Feb 2021
Contrastive Embeddings for Neural Architectures Daniel Hesslow Iacopo Poli 15 4 0 08 Feb 2021
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition Ming Lin Pichao Wang Zhenhong Sun Hesen Chen Xiuyu Sun Qi Qian Hao Li Rong Jin 20 105 0 01 Feb 2021
AdaSpring: Context-adaptive and Runtime-evolutionary Deep Model Compression for Mobile Applications Sicong Liu Bin Guo Ke Ma Zhiwen Yu Junzhao Du 12 9 0 28 Jan 2021
A Survey on Active Deep Learning: From Model-driven to Data-driven Peng Liu Lizhe Wang Guojin He Lei Zhao 13 13 0 25 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 14 16 0 23 Dec 2020
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 23 4 0 30 Nov 2020
Effective Model Compression via Stage-wise Pruning Mingyang Zhang Xinyi Yu Jingtao Rong L. Ou SyDa 13 1 0 10 Nov 2020