Transferrable Surrogates in Expressive Neural Architecture Search Spaces

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Transferrable Surrogates in Expressive Neural Architecture Search Spaces

17 April 2025

Gabriela Kadlecová

Elliot J. Crowley

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Papers citing "Transferrable Surrogates in Expressive Neural Architecture Search Spaces"

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Title
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network Lin Chen Fengli Xu Nian Li Zhenyu Han Meng Wang Yong Li Pan Hui LRM 84 11 0 18 Feb 2024
LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization Muhammad Umair Nasir Sam Earle C. Cleghorn Steven D. James Julian Togelius 74 61 0 01 Jun 2023
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 110 107 0 23 Mar 2021
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik Margret Keuper Frank Hutter 73 81 0 22 Aug 2020
Evaluating Efficient Performance Estimators of Neural Architectures Xuefei Ning Changcheng Tang Wenshuo Li Zixuan Zhou Shuang Liang Huazhong Yang Yu Wang 72 78 0 07 Aug 2020
BRP-NAS: Prediction-based NAS using GCNs Łukasz Dudziak Thomas C. P. Chau Mohamed S. Abdelfattah Royson Lee Hyeji Kim Nicholas D. Lane GNN 61 204 0 16 Jul 2020
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? Shen Yan Yu Zheng Wei Ao Xiao Zeng Mi Zhang SSL AI4CE 92 102 0 12 Jun 2020
Neural Architecture Search without Training J. Mellor Jack Turner Amos Storkey Elliot J. Crowley 63 384 0 08 Jun 2020
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 218 625 0 13 Mar 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search Xuanyi Dong Yi Yang 141 711 0 02 Jan 2020
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,464 0 26 Jul 2019
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,355 0 24 Jun 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 160 3,031 0 05 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,164 0 30 Oct 2017