Deep Neural Architecture Search with Deep Graph Bayesian Optimization

14 May 2019

Papers citing "Deep Neural Architecture Search with Deep Graph Bayesian Optimization"

24 / 24 papers shown

Title
Surprisingly Strong Performance Prediction with Neural Graph Features Gabriela Kadlecová Jovita Lukasik Martin Pilát Petra Vidnerová Mahmoud Safari Roman Neruda Frank Hutter GNN OOD 109 2 0 25 Apr 2024
Graph Bayesian Optimization for Multiplex Influence Maximization Zirui Yuan Minglai Shao Zhiqian Chen 59 7 0 25 Mar 2024
Neural Latent Geometry Search: Product Manifold Inference via Gromov-Hausdorff-Informed Bayesian Optimization Haitz Sáez de Ocáriz Borde Alvaro Arroyo Ismael Morales Ingmar Posner Xiaowen Dong 101 10 0 09 Sep 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 129 142 0 20 Jan 2023
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars Simon Schrodi Daniel Stoll Binxin Ru R. Sukthanker Thomas Brox Frank Hutter 108 5 0 03 Nov 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 57 1 0 21 Oct 2022
Quantum Neural Architecture Search with Quantum Circuits Metric and Bayesian Optimization Trong Duong Sang T. Truong Minh Tam B. Bach Juno Ryu J. Rhee 89 18 0 28 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 92 44 0 03 Jun 2022
Sample-Efficient Optimisation with Probabilistic Transformer Surrogates A. Maraval Matthieu Zimmer Antoine Grosnit Rasul Tutunov Jun Wang H. Ammar 101 2 0 27 May 2022
Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale Yang Li Yu Shen Huaijun Jiang Wentao Zhang Jixiang Li Ji Liu Ce Zhang Tengjiao Wang 64 26 0 18 Jan 2022
Bayesian Optimization and Deep Learning forsteering wheel angle prediction Alessandro Riboni Nicolò Ghioldi Antonio Candelieri M. Borrotti LLMSV 31 11 0 22 Oct 2021
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies Yu Shen Yang Li Jian Zheng Wentao Zhang Peng Yao Jixiang Li Sen Yang Ji Liu Cui Bin AI4CE 141 30 0 20 Oct 2021
Pareto-wise Ranking Classifier for Multi-objective Evolutionary Neural Architecture Search Lianbo Ma Nan Li Guo-Ding Yu Xiao Geng Min Huang Xingwei Wang 74 56 0 14 Sep 2021
How Powerful are Performance Predictors in Neural Architecture Search? Colin White Arber Zela Binxin Ru Yang Liu Frank Hutter 71 129 0 02 Apr 2021
A Novel Genetic Algorithm with Hierarchical Evaluation Strategy for Hyperparameter Optimisation of Graph Neural Networks Yingfang Yuan Wenjun Wang George Macleod Coghill Wei Pang 70 15 0 22 Jan 2021
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Yizhou Sun Xian Sun Yuhan Fang Gary G. Yen 90 43 0 30 Aug 2020
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 81 81 0 22 Aug 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 99 111 0 04 Aug 2020
Interpretable Neural Architecture Search via Bayesian Optimisation with Weisfeiler-Lehman Kernels Binxin Ru Xingchen Wan Xiaowen Dong Michael A. Osborne 86 22 0 13 Jun 2020
Hyperparameter optimization with REINFORCE and Transformers C. Krishna Ashish Gupta Swarnim Narayan Himanshu Rai Diksha Manchanda 50 2 0 01 Jun 2020
Neural Architecture Generator Optimization Binxin Ru P. Esperança Fabio Maria Carlucci 86 40 0 03 Apr 2020
NPENAS: Neural Predictor Guided Evolution for Neural Architecture Search Chen Wei Chuang Niu Yiping Tang Yue Wang Haihong Hu Jimin Liang 65 7 0 28 Mar 2020
ExperienceThinking: Constrained Hyperparameter Optimization based on Knowledge and Pruning Chunnan Wang Hongzhi Wang Chang Zhou Hanxiao Chen 23 8 0 02 Dec 2019
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 126 329 0 25 Oct 2019