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2006.16537
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Theory-Inspired Path-Regularized Differential Network Architecture Search
30 June 2020
Pan Zhou
Caiming Xiong
R. Socher
Guosheng Lin
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Papers citing
"Theory-Inspired Path-Regularized Differential Network Architecture Search"
27 / 27 papers shown
Regularizing Differentiable Architecture Search with Smooth Activation
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Mostafa El-Khamy
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A Bilevel Optimization Framework for Imbalanced Data Classification
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Sven Leyffer
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372
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Automated Search-Space Generation Neural Architecture Search
Tianyi Chen
Luming Liang
Tian Ding
Ilya Zharkov
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246
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25 May 2023
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-DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture Search
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Peng Ye
Tong He
Baopu Li
Tao Chen
Mengwei He
Wanli Ouyang
OOD
207
8
0
16 Jan 2023
Λ
Λ
Λ
-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
26
0
14 Oct 2022
Generalization Properties of NAS under Activation and Skip Connection Search
Neural Information Processing Systems (NeurIPS), 2022
Zhenyu Zhu
Fanghui Liu
Grigorios G. Chrysos
Volkan Cevher
AI4CE
306
21
0
15 Sep 2022
Efficient Search of Multiple Neural Architectures with Different Complexities via Importance Sampling
International Conference on Artificial Neural Networks (ICANN), 2022
Yuhei Noda
Shota Saito
Shinichi Shirakawa
142
1
0
21 Jul 2022
Automated Quantum Circuit Design with Nested Monte Carlo Tree Search
IEEE Transactions on Quantum Engineering (IEEE Trans. Quantum Eng.), 2022
Peiyue Wang
M. Usman
U. Parampalli
Lloyd C. L. Hollenberg
C. Myers
163
20
0
01 Jul 2022
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis
Neural Information Processing Systems (NeurIPS), 2022
Wuyang Chen
Wei-Ping Huang
Xinyu Gong
Boris Hanin
Zinan Lin
279
9
0
11 May 2022
Automating Neural Architecture Design without Search
Zixuan Liang
Yanan Sun
3DV
158
0
0
21 Apr 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
240
29
0
28 Mar 2022
On Redundancy and Diversity in Cell-based Neural Architecture Search
International Conference on Learning Representations (ICLR), 2022
Xingchen Wan
Binxin Ru
Pedro M. Esperancca
Zhenguo Li
257
23
0
16 Mar 2022
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-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
Computer Vision and Pattern Recognition (CVPR), 2022
Peng Ye
Baopu Li
Yikang Li
Tao Chen
Jiayuan Fan
Wanli Ouyang
158
130
0
03 Mar 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data
Neural Information Processing Systems (NeurIPS), 2022
Mingchen Li
Xuechen Zhang
Christos Thrampoulidis
Jiasi Chen
Samet Oymak
179
80
0
04 Jan 2022
DARTS without a Validation Set: Optimizing the Marginal Likelihood
M. Fil
Binxin Ru
Clare Lyle
Y. Gal
132
2
0
24 Dec 2021
ZARTS: On Zero-order Optimization for Neural Architecture Search
Neural Information Processing Systems (NeurIPS), 2021
Xiaoxing Wang
Wenxuan Guo
Junchi Yan
Jianlin Su
Xiaokang Yang
215
33
0
10 Oct 2021
DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS
Kaitlin Maile
Erwan Lecarpentier
H. Luga
Dennis G. Wilson
214
2
0
22 Jun 2021
Generalization Guarantees for Neural Architecture Search with Train-Validation Split
International Conference on Machine Learning (ICML), 2021
Samet Oymak
Mingchen Li
Mahdi Soltanolkotabi
AI4CE
OOD
254
19
0
29 Apr 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Yong Guo
Yin Zheng
Zhuliang Yu
Qi Chen
Zhipeng Li
Jian Chen
P. Zhao
Junzhou Huang
ViT
MQ
181
42
0
20 Feb 2021
AdaSpring: Context-adaptive and Runtime-evolutionary Deep Model Compression for Mobile Applications
Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2021
Sicong Liu
Bin Guo
Ke Ma
Zhiwen Yu
Junzhao Du
142
10
0
28 Jan 2021
Neural Architecture Search via Combinatorial Multi-Armed Bandit
IEEE International Joint Conference on Neural Network (IJCNN), 2021
Hanxun Huang
Jiabo He
S. Erfani
James Bailey
165
5
0
01 Jan 2021
BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures
Tianchen Zhao
Xuefei Ning
Xiangsheng Shi
Songyi Yang
Shuang Liang
Peng Lei
Jianfei Chen
Huazhong Yang
Yu Wang
MQ
208
7
0
21 Nov 2020
Towards Theoretically Understanding Why SGD Generalizes Better Than ADAM in Deep Learning
Pan Zhou
Jiashi Feng
Chao Ma
Caiming Xiong
Guosheng Lin
E. Weinan
390
274
0
12 Oct 2020
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators
International Conference on Learning Representations (ICLR), 2020
Xiangxiang Chu
Xiaoxing Wang
Bo Zhang
Shun Lu
Xiaolin K. Wei
Junchi Yan
266
180
0
02 Sep 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap
Lingxi Xie
Xin Chen
Kaifeng Bi
Longhui Wei
Yuhui Xu
...
Lanfei Wang
Anxiang Xiao
Jianlong Chang
Xiaopeng Zhang
Qi Tian
ViT
388
117
0
04 Aug 2020
Speedy Performance Estimation for Neural Architecture Search
Binxin Ru
Clare Lyle
Lisa Schut
M. Fil
Mark van der Wilk
Y. Gal
357
41
0
08 Jun 2020
Noisy Differentiable Architecture Search
Xiangxiang Chu
Bo Zhang
198
44
0
07 May 2020
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