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2006.04647
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Neural Architecture Search without Training
8 June 2020
J. Mellor
Jack Turner
Amos Storkey
Elliot J. Crowley
Re-assign community
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Papers citing
"Neural Architecture Search without Training"
50 / 223 papers shown
Reducing Neural Architecture Search Spaces with Training-Free Statistics and Computational Graph Clustering
ACM International Conference on Computing Frontiers (CF), 2022
T. Ingolfsson
Mark Vero
Xiaying Wang
Lorenzo Lamberti
Luca Benini
Matteo Spallanzani
GNN
150
3
0
29 Apr 2022
SpiderNet: Hybrid Differentiable-Evolutionary Architecture Search via Train-Free Metrics
Rob Geada
A. Mcgough
124
2
0
20 Apr 2022
End-to-End Sensitivity-Based Filter Pruning
Z. Babaiee
Lucas Liebenwein
Ramin Hasani
Daniela Rus
Radu Grosu
AAML
134
2
0
15 Apr 2022
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search
Guocheng Qian
Xuanyang Zhang
Ge Li
Chen Zhao
Yukang Chen
Xinming Zhang
Guohao Li
Jian Sun
176
5
0
11 Apr 2022
Quasi-orthogonality and intrinsic dimensions as measures of learning and generalisation
IEEE International Joint Conference on Neural Network (IJCNN), 2022
Qinghua Zhou
Alexander N. Gorban
Evgeny M. Mirkes
Jonathan Bac
A. Zinovyev
I. Tyukin
120
2
0
30 Mar 2022
Demystifying the Neural Tangent Kernel from a Practical Perspective: Can it be trusted for Neural Architecture Search without training?
Computer Vision and Pattern Recognition (CVPR), 2022
J. Mok
Byunggook Na
Ji-Hoon Kim
Dongyoon Han
Sungroh Yoon
AAML
268
29
0
28 Mar 2022
Training-free Transformer Architecture Search
Computer Vision and Pattern Recognition (CVPR), 2022
Qinqin Zhou
Kekai Sheng
Xiawu Zheng
Ke Li
Xing Sun
Yonghong Tian
Jie Chen
Rongrong Ji
ViT
187
56
0
23 Mar 2022
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning
Computer Vision and Pattern Recognition (CVPR), 2022
Haoxiang Wang
Yite Wang
Tian Ding
Yue Liu
216
39
0
17 Mar 2022
One Network Doesn't Rule Them All: Moving Beyond Handcrafted Architectures in Self-Supervised Learning
Sharath Girish
Debadeepta Dey
Neel Joshi
Vibhav Vineet
S. Shah
C. C. T. Mendes
Abhinav Shrivastava
Yale Song
SSL
240
2
0
15 Mar 2022
Ensemble plasticity and network adaptability in SNNs
Mahima Milinda Alwis Weerasinghe
David Parry
Grace I. Wang
Jacqueline L. Whalley
137
2
0
11 Mar 2022
Towards Less Constrained Macro-Neural Architecture Search
Vasco Lopes
L. A. Alexandre
232
5
0
10 Mar 2022
LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models
Neural Information Processing Systems (NeurIPS), 2022
Mojan Javaheripi
Gustavo de Rosa
Subhabrata Mukherjee
S. Shah
Tomasz Religa
C. C. T. Mendes
Sébastien Bubeck
F. Koushanfar
Debadeepta Dey
240
23
0
04 Mar 2022
Fast Neural Architecture Search for Lightweight Dense Prediction Networks
Lam Huynh
Esa Rahtu
Juan E. Sala Matas
J. Heikkilä
255
2
0
03 Mar 2022
A Hardware-Aware System for Accelerating Deep Neural Network Optimization
Anthony Sarah
Daniel Cummings
S. N. Sridhar
Sairam Sundaresan
Maciej Szankin
T. Webb
J. P. Muñoz
143
2
0
25 Feb 2022
Accelerating Neural Architecture Exploration Across Modalities Using Genetic Algorithms
Daniel Cummings
S. N. Sridhar
Anthony Sarah
Maciej Szankin
AI4CE
159
0
0
25 Feb 2022
Auto-scaling Vision Transformers without Training
International Conference on Learning Representations (ICLR), 2022
Wuyang Chen
Wei-Ping Huang
Xianzhi Du
Xiaodan Song
Zinan Lin
Denny Zhou
ViT
150
27
0
24 Feb 2022
When, where, and how to add new neurons to ANNs
Kaitlin Maile
Emmanuel Rachelson
H. Luga
Dennis G. Wilson
171
18
0
17 Feb 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision
International Journal of Computer Vision (IJCV), 2022
T. Elsken
Arber Zela
J. H. Metzen
B. Staffler
Thomas Brox
Abhinav Valada
Katharina Eggensperger
OOD
174
24
0
15 Feb 2022
Neural Architecture Search for Spiking Neural Networks
European Conference on Computer Vision (ECCV), 2022
Youngeun Kim
Yuhang Li
Hyoungseob Park
Yeshwanth Venkatesha
Priyadarshini Panda
298
113
0
23 Jan 2022
NAS-VAD: Neural Architecture Search for Voice Activity Detection
Interspeech (Interspeech), 2022
Daniel Rho
Jinhyeok Park
J. Ko
285
8
0
22 Jan 2022
SeamlessGAN: Self-Supervised Synthesis of Tileable Texture Maps
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2022
Carlos Rodriguez-Pardo
Elena Garces
GAN
216
35
0
13 Jan 2022
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks
ACM Computing Surveys (ACM CSUR), 2022
C. F. G. Santos
João Paulo Papa
209
312
0
10 Jan 2022
Automated Deep Learning: Neural Architecture Search Is Not the End
Xuanyi Dong
D. Kedziora
Katarzyna Musial
Bogdan Gabrys
434
30
0
16 Dec 2021
UniLog: Deploy One Model and Specialize it for All Log Analysis Tasks
Yichen Zhu
Weibin Meng
Ying Liu
Shenglin Zhang
Tao Han
Shimin Tao
Dan Pei
MoE
206
21
0
06 Dec 2021
Training BatchNorm Only in Neural Architecture Search and Beyond
Yichen Zhu
Jie Du
Yuqin Zhu
Yi Wang
Zhicai Ou
Feifei Feng
Jian Tang
265
1
0
01 Dec 2021
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior
Computer Vision and Pattern Recognition (CVPR), 2021
Metin Ersin Arican
Ozgur Kara
G. Bredell
E. Konukoglu
255
24
0
27 Nov 2021
MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection
International Conference on Machine Learning (ICML), 2021
Zhenhong Sun
Ming Lin
Xiuyu Sun
Zhiyu Tan
Hao Li
Rong Jin
358
38
0
26 Nov 2021
KNAS: Green Neural Architecture Search
International Conference on Machine Learning (ICML), 2021
Jingjing Xu
Bo Pan
Junyang Lin
Rundong Gao
Xu Sun
Hongxia Yang
191
69
0
26 Nov 2021
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
Computer Vision and Pattern Recognition (CVPR), 2021
Miao Zhang
Jilin Hu
Steven W. Su
Shirui Pan
Xiaojun Chang
B. Yang
Gholamreza Haffari
OOD
294
19
0
25 Nov 2021
Towards Green Automated Machine Learning: Status Quo and Future Directions
Journal of Artificial Intelligence Research (JAIR), 2021
Tanja Tornede
Alexander Tornede
Jonas Hanselle
Marcel Wever
F. Mohr
Eyke Hüllermeier
420
47
0
10 Nov 2021
A Survey on Green Deep Learning
Jingjing Xu
Wangchunshu Zhou
Zhiyi Fu
Hao Zhou
Lei Li
VLM
457
94
0
08 Nov 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities
Conference on Machine Learning and Systems (MLSys), 2021
Carole-Jean Wu
Ramya Raghavendra
Udit Gupta
Bilge Acun
Newsha Ardalani
...
Maximilian Balandat
Joe Spisak
R. Jain
Michael G. Rabbat
K. Hazelwood
415
552
0
30 Oct 2021
Guided Evolution for Neural Architecture Search
Vasco Lopes
Miguel Santos
Bruno Degardin
Luís A. Alexandre
144
9
0
28 Oct 2021
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies
AAAI Conference on Artificial Intelligence (AAAI), 2021
Yu Shen
Yan Zhao
Jian Zheng
Wentao Zhang
Peng Yao
Jixiang Li
Sen Yang
Ji Liu
Cui Bin
AI4CE
410
41
0
20 Oct 2021
GradSign: Model Performance Inference with Theoretical Insights
Zhihao Zhang
Zhihao Jia
271
36
0
16 Oct 2021
NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks
Neural Information Processing Systems (NeurIPS), 2021
Renbo Tu
Nicholas Roberts
M. Khodak
Jun Shen
Frederic Sala
Ameet Talwalkar
322
40
0
12 Oct 2021
Accelerating Multi-Objective Neural Architecture Search by Random-Weight Evaluation
Complex & Intelligent Systems (CIS), 2021
Shengran Hu
Ran Cheng
Cheng He
Zhichao Lu
Jing Wang
Miao Zhang
197
10
0
08 Oct 2021
Neural Architecture Search in operational context: a remote sensing case-study
Anthony Cazasnoves
Pierre-Antoine Ganaye
Kévin Sanchis
Tugdual Ceillier
130
0
0
15 Sep 2021
Is Attention Better Than Matrix Decomposition?
International Conference on Learning Representations (ICLR), 2021
Zhengyang Geng
Meng-Hao Guo
Hongxu Chen
Xia Li
Ke Wei
Zhouchen Lin
294
167
0
09 Sep 2021
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
Yao Shu
Shaofeng Cai
Zhongxiang Dai
Beng Chin Ooi
K. H. Low
274
50
0
02 Sep 2021
Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Wuyang Chen
Xinyu Gong
Junru Wu
Yunchao Wei
Humphrey Shi
Zhicheng Yan
Yi Yang
Zinan Lin
224
20
0
26 Aug 2021
StressNAS: Affect State and Stress Detection Using Neural Architecture Search
Lam Huynh
Tri Nguyen
Thu Nguyen
Susanna Pirttikangas
Pekka Siirtola
105
27
0
26 Aug 2021
Lightweight Monocular Depth with a Novel Neural Architecture Search Method
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021
Lam Huynh
Phong H. Nguyen
Jirí Matas
Esa Rahtu
J. Heikkilä
185
11
0
25 Aug 2021
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving
Ruochen Wang
Xiangning Chen
Minhao Cheng
Xiaocheng Tang
Cho-Jui Hsieh
290
14
0
18 Aug 2021
Generic Neural Architecture Search via Regression
Neural Information Processing Systems (NeurIPS), 2021
Yuhong Li
Cong Hao
Pan Li
Jinjun Xiong
Deming Chen
207
34
0
04 Aug 2021
Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis
Miao Zhang
Wei Huang
Li Wang
202
1
0
22 Jun 2021
ParticleAugment: Sampling-Based Data Augmentation
Alexander Tsaregorodtsev
Vasileios Belagiannis
173
5
0
16 Jun 2021
Zero-Cost Operation Scoring in Differentiable Architecture Search
AAAI Conference on Artificial Intelligence (AAAI), 2021
Li Xiang
Łukasz Dudziak
Mohamed S. Abdelfattah
Thomas C. P. Chau
Nicholas D. Lane
Hongkai Wen
198
11
0
12 Jun 2021
Beyond BatchNorm: Towards a Unified Understanding of Normalization in Deep Learning
Neural Information Processing Systems (NeurIPS), 2021
Ekdeep Singh Lubana
Robert P. Dick
Hidenori Tanaka
331
45
0
10 Jun 2021
FEAR: A Simple Lightweight Method to Rank Architectures
Debadeepta Dey
Shital C. Shah
Sébastien Bubeck
OOD
213
4
0
07 Jun 2021
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