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1909.09656
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Understanding and Robustifying Differentiable Architecture Search
International Conference on Learning Representations (ICLR), 2019
20 September 2019
Arber Zela
T. Elsken
Tonmoy Saikia
Yassine Marrakchi
Thomas Brox
Katharina Eggensperger
OOD
AAML
Re-assign community
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Papers citing
"Understanding and Robustifying Differentiable Architecture Search"
50 / 231 papers shown
Where to Begin: Efficient Pretraining via Subnetwork Selection and Distillation
Arjun Krishnakumar
R. Sukthanker
Hannan Javed Mahadik
Gabriela Kadlecová
Vladyslav Moroshan
Timur Carstensen
Frank Hutter
Aaron Klein
188
0
0
08 Oct 2025
Universal Neural Architecture Space: Covering ConvNets, Transformers and Everything in Between
Ondřej Týbl
Lukáš Neumann
AI4CE
280
0
0
07 Oct 2025
OptiProxy-NAS: Optimization Proxy based End-to-End Neural Architecture Search
Bo Lyu
Yu Cui
Tuo Shi
Ke Li
161
0
0
06 Sep 2025
confopt: A Library for Implementation and Evaluation of Gradient-based One-Shot NAS Methods
Abhash Kumar Jha
Shakiba Moradian
Arjun Krishnakumar
Martin Rapp
Katharina Eggensperger
258
0
0
22 Jul 2025
You Only Train Once
Christos Sakaridis
224
0
0
04 Jun 2025
Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks
Nick Kocher
Christian Wassermann
Leona Hennig
Jonas Seng
Holger Hoos
Kristian Kersting
Marius Lindauer
Matthias Müller
402
0
0
21 May 2025
Half Search Space is All You Need
Pavel Rumiantsev
Mark Coates
305
0
0
19 May 2025
L-SWAG: Layer-Sample Wise Activation with Gradients information for Zero-Shot NAS on Vision Transformers
Computer Vision and Pattern Recognition (CVPR), 2025
S. Casarin
Sergio Escalera
Oswald Lanz
441
2
0
12 May 2025
Regularizing Differentiable Architecture Search with Smooth Activation
Yanlin Zhou
Mostafa El-Khamy
Kee-Bong Song
259
1
0
22 Apr 2025
Architecture-Aware Minimization (A
2
^2
2
M): How to Find Flat Minima in Neural Architecture Search
Matteo Gambella
Fabrizio Pittorino
Manuel Roveri
368
0
0
13 Mar 2025
SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models
Zicheng Cai
Yaohua Tang
Yutao Lai
Hua Wang
Zhaoyu Chen
Hao Chen
LLMAG
VLM
LRM
434
3
0
27 Feb 2025
Differentiable Prompt Learning for Vision Language Models
International Joint Conference on Artificial Intelligence (IJCAI), 2024
Zhenhan Huang
Tejaswini Pedapati
Pin-Yu Chen
Jianxi Gao
VLM
306
0
0
03 Jan 2025
Revisiting Long-Tailed Learning: Insights from an Architectural Perspective
Yuhan Pan
Yanan Sun
Wei Gong
461
1
0
09 Nov 2024
OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength
IEEE Transactions on Cybernetics (IEEE Trans. Cybern.), 2024
Le Yang
Ziwei Zheng
Yizeng Han
Shiji Song
Gao Huang
Fan Li
283
7
0
22 Sep 2024
EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition
IEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2024
Huafeng Qin
Hongyu Zhu
Xin Jin
Xin Yu
M. El-Yacoubi
Xinbo Gao
463
1
0
22 Sep 2024
Efficient Search for Customized Activation Functions with Gradient Descent
Lukas Strack
Mahmoud Safari
Katharina Eggensperger
279
2
0
13 Aug 2024
TopoNAS: Boosting Search Efficiency of Gradient-based NAS via Topological Simplification
Giacomo Vedovati
ShiNung Ching
Bo Yuan
271
1
0
02 Aug 2024
On Supernet Transfer Learning for Effective Task Adaptation
Prabhant Singh
Joaquin Vanschoren
AAML
OOD
438
0
0
26 Jul 2024
Heterogeneous Learning Rate Scheduling for Neural Architecture Search on Long-Tailed Datasets
Chenxia Tang
277
1
0
11 Jun 2024
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach
Difan Deng
Marius Lindauer
AI4TS
411
1
0
07 Jun 2024
Visualizing the loss landscape of Self-supervised Vision Transformer
Youngwan Lee
Jeffrey Willette
Jonghee Kim
Sung Ju Hwang
ViT
288
2
0
28 May 2024
Calibrated Dataset Condensation for Faster Hyperparameter Search
Mucong Ding
Yuancheng Xu
Tahseen Rabbani
Xiaoyu Liu
Brian J Gravelle
Teresa M. Ranadive
Tai-Ching Tuan
Furong Huang
DD
260
3
0
27 May 2024
The devil is in discretization discrepancy. Robustifying Differentiable NAS with Single-Stage Searching Protocol
Konstanty Subbotko
Wojciech Jablonski
Piotr Bilinski
354
0
0
26 May 2024
Graph is all you need? Lightweight data-agnostic neural architecture search without training
Zhenhan Huang
Tejaswini Pedapati
Pin-Yu Chen
Chunheng Jiang
Jianxi Gao
GNN
444
1
0
02 May 2024
Towards Multi-modal Transformers in Federated Learning
Guangyu Sun
Matías Mendieta
Aritra Dutta
Xin Li
Chong Chen
397
17
0
18 Apr 2024
Multi-Objective Hardware Aware Neural Architecture Search using Hardware Cost Diversity
Nilotpal Sinha
Peyman Rostami
Abd El Rahman Shabayek
Anis Kacem
Djamila Aouada
316
5
0
15 Apr 2024
Robust NAS under adversarial training: benchmark, theory, and beyond
Yongtao Wu
Fanghui Liu
Carl-Johann Simon-Gabriel
Grigorios G. Chrysos
Volkan Cevher
AAML
OOD
416
10
0
19 Mar 2024
Robustifying and Boosting Training-Free Neural Architecture Search
International Conference on Learning Representations (ICLR), 2024
Zhenfeng He
Yao Shu
Zhongxiang Dai
K. H. Low
271
8
0
12 Mar 2024
DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions
Guangrun Wang
Changlin Li
Liuchun Yuan
Jiefeng Peng
Xiaoyu Xian
Xiaodan Liang
Xiaojun Chang
Liang Lin
386
7
0
02 Mar 2024
Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions
SDM (SDM), 2024
Suhan Cui
Yuan Liu
Yuan Zhong
Han Liu
Ting Wang
Fenglong Ma
220
5
0
20 Jan 2024
PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques
Tzu-Han Lin
How-Shing Wang
Hao-Yung Weng
Kuang-Chen Peng
Zih-Ching Chen
Hung-yi Lee
340
11
0
04 Jan 2024
Efficient Architecture Search via Bi-level Data Pruning
Chongjun Tu
Peng Ye
Weihao Lin
Hancheng Ye
Chong Yu
Tao Chen
Baopu Li
Wanli Ouyang
325
5
0
21 Dec 2023
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
Hongyi He
Longjun Liu
Haonan Zhang
Nanning Zheng
273
20
0
19 Dec 2023
Weight-Entanglement Meets Gradient-Based Neural Architecture Search
R. Sukthanker
Arjun Krishnakumar
Mahmoud Safari
Katharina Eggensperger
291
6
0
16 Dec 2023
Robust MAE-Driven NAS: From Mask Reconstruction to Architecture Innovation
Yiming Hu
Xiangxiang Chu
Bo Zhang
OOD
418
1
0
20 Nov 2023
Hardware Aware Evolutionary Neural Architecture Search using Representation Similarity Metric
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Nilotpal Sinha
Abd El Rahman Shabayek
Anis Kacem
Peyman Rostami
Carl Shneider
Djamila Aouada
314
8
0
07 Nov 2023
Fairer and More Accurate Tabular Models Through NAS
Richeek Das
Samuel Dooley
183
7
0
18 Oct 2023
ASP: Automatic Selection of Proxy dataset for efficient AutoML
Peng Yao
Chao Liao
Jiyuan Jia
Jianchao Tan
Bin Chen
Chengru Song
Chen Zhang
283
5
0
17 Oct 2023
Computation-efficient Deep Learning for Computer Vision: A Survey
Yulin Wang
Yizeng Han
Chaofei Wang
Shiji Song
Qi Tian
Gao Huang
VLM
363
38
0
27 Aug 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
475
48
0
05 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture
Mehraveh Javan
Matthew Toews
M. Pedersoli
374
1
0
21 Jun 2023
Differentiable Instruction Optimization for Cross-Task Generalization
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Masaru Isonuma
Junichiro Mori
Ichiro Sakata
312
0
0
16 Jun 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection
Xiao Jin
Xinwen Mu
Jing Xu
CVBM
229
0
0
15 Jun 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization
Industrial Conference on Data Mining (IDM), 2021
Jiuling Zhang
Zhiming Ding
AAML
266
5
0
12 Jun 2023
Small Temperature is All You Need for Differentiable Architecture Search
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2023
Jiuling Zhang
Zhiming Ding
196
3
0
12 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark
International Conference on Machine Learning (ICML), 2023
Jiuling Zhang
Zhiming Ding
320
3
0
12 Jun 2023
Neural Architecture Design and Robustness: A Dataset
International Conference on Learning Representations (ICLR), 2023
Steffen Jung
Jovita Lukasik
Margret Keuper
OOD
AAML
231
24
0
11 Jun 2023
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation
IEEE Transactions on Medical Imaging (TMI), 2023
Zeju Li
Konstantinos Kamnitsas
Qi Dou
C. Qin
Ben Glocker
290
7
0
30 May 2023
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML
ACM Transactions on Evolutionary Learning and Optimization (TELO), 2023
M. Deutel
G. Kontes
Christopher Mutschler
Jürgen Teich
581
8
0
23 May 2023
Do Not Train It: A Linear Neural Architecture Search of Graph Neural Networks
International Conference on Machine Learning (ICML), 2023
Peng Xu
Lin Zhang
Xuanzhou Liu
Jiaqi Sun
Yue Zhao
Haiqing Yang
Bei Yu
GNN
354
14
0
23 May 2023
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