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2006.02903
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A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions
ACM Computing Surveys (ACM CSUR), 2020
1 June 2020
Pengzhen Ren
Yun Xiao
Xiaojun Chang
Po-Yao (Bernie) Huang
Zhihui Li
Xiaojiang Chen
Xin Wang
AI4CE
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Papers citing
"A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions"
50 / 242 papers shown
Auto-CsiNet: Scenario-customized Automatic Neural Network Architecture Generation for Massive MIMO CSI Feedback
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189
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QuickDrop: Efficient Federated Unlearning by Integrated Dataset Distillation
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DD
218
6
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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
316
17
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18 Nov 2023
AutoML for Large Capacity Modeling of Meta's Ranking Systems
The Web Conference (WWW), 2023
Hang Yin
Kuang-Hung Liu
Mengying Sun
Yuxin Chen
Buyun Zhang
...
Huayu Li
Zhengxing Chen
Wen-Yen Chen
Jiyan Yang
Wei Wen
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298
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14 Nov 2023
Machine learning's own Industrial Revolution
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Song Han
Jingjing Liu
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239
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Sequential Subset Matching for Dataset Distillation
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Jiawei Du
Qin Shi
Qiufeng Wang
DD
256
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02 Nov 2023
TransXNet: Learning Both Global and Local Dynamics with a Dual Dynamic Token Mixer for Visual Recognition
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Meng Lou
Hong-Yu Zhou
Sibei Yang
Yizhou Yu
Chuan Wu
Yizhou Yu
ViT
552
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30 Oct 2023
From the Pursuit of Universal AGI Architecture to Systematic Approach to Heterogenous AGI: Addressing Alignment, Energy, & AGI Grand Challenges
International Journal of Semantic Computing (IJSC), 2023
Eren Kurshan
413
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23 Oct 2023
A Machine Learning-oriented Survey on Tiny Machine Learning
IEEE Access (IEEE Access), 2023
Luigi Capogrosso
Federico Cunico
D. Cheng
Franco Fummi
Marco Cristani
SyDa
MU
374
80
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21 Sep 2023
Band-gap regression with architecture-optimized message-passing neural networks
Chemistry of Materials (Chem. Mater.), 2023
Tim Bechtel
Daniel T. Speckhard
Jonathan Godwin
Claudia Ambrosch-Draxl
219
2
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12 Sep 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing
IEEE Geoscience and Remote Sensing Magazine (GRSM), 2023
Clifford Broni-Bediako
Junshi Xia
Xiangwei Zhu
276
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12 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
Wenxuan Pan
Feifei Zhao
Zhuoya Zhao
Yi Zeng
281
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11 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
Communications of the ACM (CACM), 2023
Dustin Wright
Christian Igel
Gabrielle Samuel
Raghavendra Selvan
446
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05 Sep 2023
A Review of Differentiable Digital Signal Processing for Music & Speech Synthesis
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B. Hayes
Jordie Shier
Gyorgy Fazekas
Andrew Mcpherson
C. Saitis
240
41
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29 Aug 2023
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning
IEEE Transactions on Evolutionary Computation (IEEE TEVC), 2023
Shiming Chen
Shuhuang Chen
W. Hou
Weiping Ding
Xinge You
GAN
287
19
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19 Aug 2023
A Survey on Multi-Objective Neural Architecture Search
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M. Fathy
R. Berangi
M. Shahverdy
245
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Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives
S. Kumari
Pravendra Singh
OOD
275
48
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DDNAS: Discretized Differentiable Neural Architecture Search for Text Classification
ACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023
Kuan-Yu Chen
Cheng Li
Kuo-Jung Lee
203
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12 Jul 2023
Zero-Shot Neural Architecture Search: Challenges, Solutions, and Opportunities
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Guihong Li
Duc-Tuong Hoang
Kartikeya Bhardwaj
Ming Lin
Zinan Lin
R. Marculescu
397
42
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05 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture
Mehraveh Javan
Matthew Toews
M. Pedersoli
299
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21 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark
International Conference on Machine Learning (ICML), 2023
Jiuling Zhang
Zhiming Ding
225
3
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12 Jun 2023
BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level Optimization
Neural Information Processing Systems (NeurIPS), 2023
Chen Fan
Gaspard Choné-Ducasse
Mark Schmidt
Christos Thrampoulidis
249
4
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30 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review
Computers and Electronics in Agriculture (Comput. Electron. Agric.), 2023
Jiajia Li
Dong Chen
Xinda Qi
Zhao Li
Yanbo Huang
Daniel Morris
Xiaobo Tan
233
54
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24 May 2023
Enhancing Speech Emotion Recognition Through Differentiable Architecture Search
Thejan Rajapakshe
R. Rana
Sara Khalifa
Berrak Sisman
Björn Schuller
209
4
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23 May 2023
Designing Optimal Behavioral Experiments Using Machine Learning
eLife (eLife), 2023
Simon Valentin
Steven Kleinegesse
Neil R. Bramley
P. Seriès
Michael U. Gutmann
Chris Lucas
273
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12 May 2023
GPT-NAS: Evolutionary Neural Architecture Search with the Generative Pre-Trained Model
Big Data Mining and Analytics (BDMA), 2023
Caiyang Yu
Xianggen Liu
Wentao Feng
Yun Liu
Wentao Feng
Deng Xiong
Chenwei Tang
Jiancheng Lv
244
3
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09 May 2023
Multi-scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks
Wenxuan Pan
Feifei Zhao
Bing Han
Yi Zeng
339
2
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21 Apr 2023
Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning
Computer Vision and Pattern Recognition (CVPR), 2023
Wenjin Wang
Yunqing Hu
Qianglong Chen
Yin Zhang
CLL
251
16
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11 Apr 2023
Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture Search
ACM Computing Surveys (ACM Comput. Surv.), 2023
Alexandre Heuillet
A. Nasser
Hichem Arioui
Hedi Tabia
AI4CE
337
27
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11 Apr 2023
Are Neural Architecture Search Benchmarks Well Designed? A Deeper Look Into Operation Importance
Information Sciences (Inf. Sci.), 2023
Vasco Lopes
Bruno Degardin
L. A. Alexandre
213
7
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29 Mar 2023
Online Non-Destructive Moisture Content Estimation of Filter Media During Drying Using Artificial Neural Networks
C. R. Wewer
Alexandros Iosifidis
92
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27 Mar 2023
Core-Periphery Principle Guided Redesign of Self-Attention in Transformers
Xiao-Xing Yu
Lu Zhang
Haixing Dai
Yanjun Lyu
Lin Zhao
Zihao Wu
David Liu
Tianming Liu
Dajiang Zhu
GNN
146
13
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27 Mar 2023
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models
IEEE International Conference on Computer Vision (ICCV), 2023
Guoxuan Xia
C. Bouganis
UQCV
504
14
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14 Mar 2023
Deep Learning for Inertial Positioning: A Survey
Changhao Chen
Xianfei Pan
216
97
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07 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Yang He
Lingao Xiao
3DPC
364
261
0
01 Mar 2023
Full Stack Optimization of Transformer Inference: a Survey
Sehoon Kim
Coleman Hooper
Thanakul Wattanawong
Minwoo Kang
Ruohan Yan
...
Qijing Huang
Kurt Keutzer
Michael W. Mahoney
Y. Shao
A. Gholami
MQ
288
150
0
27 Feb 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning
Transactions of the Association for Computational Linguistics (TACL), 2023
Han Zhou
Xingchen Wan
Ivan Vulić
Anna Korhonen
249
50
0
28 Jan 2023
Neural Architecture Search: Insights from 1000 Papers
Colin White
Mahmoud Safari
R. Sukthanker
Binxin Ru
T. Elsken
Arber Zela
Debadeepta Dey
Katharina Eggensperger
3DV
AI4CE
409
192
0
20 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
Xiangning Xie
Xiaotian Song
Zeqiong Lv
Gary G. Yen
Weiping Ding
Yizhou Sun
260
28
0
14 Jan 2023
Source-Free Unsupervised Domain Adaptation: A Survey
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Yuqi Fang
P. Yap
W. Lin
Hongtu Zhu
Mingxia Liu
512
145
0
31 Dec 2022
Meta-Learning for Automated Selection of Anomaly Detectors for Semi-Supervised Datasets
International Symposium on Intelligent Data Analysis (IDA), 2022
David Schubert
Pritha Gupta
Marcel Wever
171
4
0
24 Nov 2022
Minimizing the Accumulated Trajectory Error to Improve Dataset Distillation
Computer Vision and Pattern Recognition (CVPR), 2022
Jiawei Du
Yiding Jiang
Vincent Y. F. Tan
Qiufeng Wang
Haizhou Li
DD
254
155
0
20 Nov 2022
RUBICON: A Framework for Designing Efficient Deep Learning-Based Genomic Basecallers
Genome Biology (GB), 2022
Gagandeep Singh
M. Alser
K. Denolf
Can Firtina
Alireza Khodamoradi
Meryem Banu Cavlak
Henk Corporaal
O. Mutlu
372
17
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06 Nov 2022
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Λ
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-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
International Conference on Learning Representations (ICLR), 2022
Sajad Movahedi
Melika Adabinejad
Ayyoob Imani
Arezou Keshavarz
Mostafa Dehghani
A. Shakery
Babak N. Araabi
249
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Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities
Journal of machine learning research (JMLR), 2022
Brian Bartoldson
B. Kailkhura
Davis W. Blalock
317
64
0
13 Oct 2022
EC-NAS: Energy Consumption Aware Tabular Benchmarks for Neural Architecture Search
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Pedram Bakhtiarifard
Christian Igel
Raghavendra Selvan
473
15
0
12 Oct 2022
Residual-based error correction for neural operator accelerated infinite-dimensional Bayesian inverse problems
Journal of Computational Physics (JCP), 2022
Lianghao Cao
Thomas O'Leary-Roseberry
Prashant K. Jha
J. Oden
Omar Ghattas
290
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06 Oct 2022
POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique
IEEE International Joint Conference on Neural Network (IJCNN), 2022
Andrea Falanti
Eugenio Lomurno
Stefano Samele
Danilo Ardagna
Matteo Matteucci
121
9
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06 Oct 2022
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture Search
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Thanh Tien Vu
Yan-Quan Zhou
Chun-Yung Wen
Yueqi Li
Jan-Michael Frahm
273
5
0
04 Oct 2022
NasHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing
Dongning Ma
Pengfei Zhao
Xun Jiao
200
0
0
23 Sep 2022
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