NAS evaluation is frustratingly hard

28 December 2019

Papers citing "NAS evaluation is frustratingly hard"

50 / 53 papers shown

Title
FX-DARTS: Designing Topology-unconstrained Architectures with Differentiable Architecture Search and Entropy-based Super-network Shrinking Xuan Rao Bo Zhao Derong Liu Cesare Alippi 49 0 0 25 Apr 2025
Anytime Neural Architecture Search on Tabular Data Naili Xing Shaofeng Cai Zhaojing Luo Bengchin Ooi Jian Pei 39 1 0 15 Mar 2024
Principled Architecture-aware Scaling of Hyperparameters Wuyang Chen Junru Wu Zhangyang Wang Boris Hanin AI4CE 49 0 0 27 Feb 2024
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture Search A. Chebykin A. Dushatskiy Tanja Alderliesten Peter A. N. Bosman 50 0 0 28 Jul 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization Jiuling Zhang Zhiming Ding AAML 29 3 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 35 1 0 12 Jun 2023
Neural Architecture Search for Effective Teacher-Student Knowledge Transfer in Language Models Aashka Trivedi Takuma Udagawa Michele Merler Yikang Shen Yousef El-Kurdi Bishwaranjan Bhattacharjee 40 7 0 16 Mar 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 29 45 0 28 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 41 12 0 14 Jan 2023
Architecture Augmentation for Performance Predictor Based on Graph Isomorphism Xiangning Xie Yuqiao Liu Yanan Sun Mengjie Zhang Kay Chen Tan GNN AI4CE 30 2 0 03 Jul 2022
Less is More: Proxy Datasets in NAS approaches Brian B. Moser Federico Raue Jörn Hees Andreas Dengel DD 24 6 0 14 Mar 2022
Towards Less Constrained Macro-Neural Architecture Search Vasco Lopes L. A. Alexandre 49 5 0 10 Mar 2022
Towards Tailored Models on Private AIoT Devices: Federated Direct Neural Architecture Search Chunhui Zhang Xiaoming Yuan Qianyun Zhang Guangxu Zhu Lei Cheng Ning Zhang FedML OOD 33 15 0 23 Feb 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 43 17 0 15 Feb 2022
Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019 Zhengying Liu Adrien Pavao Zhen Xu Sergio Escalera Fabio Ferreira ... Peng Wang Chenglin Wu Youcheng Xiong Arber Zela Yang Zhang AAML 39 26 0 11 Jan 2022
A Data-driven Approach to Neural Architecture Search Initialization Kalifou René Traoré Andrés Camero Xiao Xiang Zhu 29 3 0 05 Nov 2021
Guided Evolution for Neural Architecture Search Vasco Lopes Miguel Santos Bruno Degardin Luís A. Alexandre 45 9 0 28 Oct 2021
NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters Yoichi Hirose Nozomu Yoshinari Shinichi Shirakawa 27 13 0 19 Oct 2021
An Analysis of Super-Net Heuristics in Weight-Sharing NAS Kaicheng Yu René Ranftl Mathieu Salzmann 47 6 0 04 Oct 2021
Delve into the Performance Degradation of Differentiable Architecture Search Jiuling Zhang Zhiming Ding 35 1 0 28 Sep 2021
DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture Kaichen Zhou Lanqing Hong Shuailiang Hu Fengwei Zhou Binxin Ru Jiashi Feng Zhenguo Li 62 10 0 13 Sep 2021
Is Differentiable Architecture Search truly a One-Shot Method? Jonas Geiping Jovita Lukasik Margret Keuper Michael Moeller 30 0 0 12 Aug 2021
Bag of Tricks for Neural Architecture Search T. Elsken B. Staffler Arber Zela J. H. Metzen Frank Hutter 32 5 0 08 Jul 2021
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search Yawen Duan Xin Chen Hang Xu Zewei Chen Li Xiaodan Tong Zhang Zhenguo Li ViT 34 69 0 25 May 2021
How Powerful are Performance Predictors in Neural Architecture Search? Colin White Arber Zela Binxin Ru Yang Liu Frank Hutter 24 126 0 02 Apr 2021
Rethinking Neural Operations for Diverse Tasks Nicholas Roberts M. Khodak Tri Dao Liam Li Christopher Ré Ameet Talwalkar AI4CE 48 22 0 29 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 50 105 0 23 Mar 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Katie Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 53 108 0 19 Mar 2021
Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Luc Robbiano Muhammad Rameez Ur Rahman Fabio Galasso Barbara Caputo Fabio Maria Carlucci 16 16 0 12 Feb 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search Guanting Liu Yujie Zhong Sheng Guo Matthew R. Scott Weilin Huang AI4CE 29 2 0 11 Jan 2021
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 39 4 0 30 Nov 2020
On Adversarial Robustness: A Neural Architecture Search perspective Chaitanya Devaguptapu Devansh Agarwal Gaurav Mittal Pulkit Gopalani V. Balasubramanian OOD AAML 19 33 0 16 Jul 2020
Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL Lucas Zimmer Marius Lindauer Frank Hutter MU 14 90 0 24 Jun 2020
FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search Jiemin Fang Yuzhu Sun Qian Zhang Kangjian Peng Yuan Li Wenyu Liu Xinggang Wang SSeg 17 34 0 21 Jun 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 27 48 0 18 Jun 2020
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Sheheryar Zaidi Arber Zela T. Elsken Chris Holmes Frank Hutter Yee Whye Teh OOD UQCV 18 71 0 15 Jun 2020
Multi-fidelity Neural Architecture Search with Knowledge Distillation I. Trofimov Nikita Klyuchnikov Mikhail Salnikov Alexander N. Filippov Evgeny Burnaev 37 15 0 15 Jun 2020
NAS-Bench-NLP: Neural Architecture Search Benchmark for Natural Language Processing Nikita Klyuchnikov I. Trofimov Ekaterina Artemova Mikhail Salnikov M. Fedorov Evgeny Burnaev VLM 21 101 0 12 Jun 2020
Speedy Performance Estimation for Neural Architecture Search Binxin Ru Clare Lyle Lisa Schut M. Fil Mark van der Wilk Y. Gal 22 36 0 08 Jun 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 79 655 0 01 Jun 2020
DC-NAS: Divide-and-Conquer Neural Architecture Search Yunhe Wang Yixing Xu Dacheng Tao 33 5 0 29 May 2020
Neural Architecture Generator Optimization Binxin Ru P. Esperança Fabio Maria Carlucci 20 40 0 03 Apr 2020
How to Train Your Super-Net: An Analysis of Training Heuristics in Weight-Sharing NAS Kaicheng Yu René Ranftl Mathieu Salzmann 27 34 0 09 Mar 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch Esteban Real Chen Liang David R. So Quoc V. Le 44 220 0 06 Mar 2020
To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing Aloïs Pourchot Alexis Ducarouge Olivier Sigaud 11 20 0 11 Feb 2020
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search Arber Zela Julien N. Siems Frank Hutter 88 147 0 28 Jan 2020
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation Changlin Li Jiefeng Peng Liuchun Yuan Guangrun Wang Xiaodan Liang Liang Lin Xiaojun Chang 36 180 0 29 Nov 2019
Exploiting Operation Importance for Differentiable Neural Architecture Search Xukai Xie Yuan Zhou S. Kung 17 34 0 24 Nov 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 53 314 0 25 Oct 2019
ReNAS:Relativistic Evaluation of Neural Architecture Search Yixing Xu Yunhe Wang Avishkar Bhoopchand Christopher Mattern A. Grabska-Barwinska Chunjing Xu Chang Xu 34 82 0 30 Sep 2019