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Binxin Ru
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How powerful are performance predictors in neural architecture search?
C White, A Zela, R Ru, Y Liu, F Hutter
Advances in Neural Information Processing Systems 34, 28454-28469, 2021
1452021
Interpretable Neural Architecture Search via Bayesian Optimisation with Weisfeiler-Lehman Kernels
B Ru, X Wan, X Dong, M Osborne
ICLR 2021, 2020
1282020
Neural architecture search: Insights from 1000 papers
C White, M Safari, R Sukthanker, B Ru, T Elsken, A Zela, D Dey, F Hutter
arXiv preprint arXiv:2301.08727, 2023
1172023
Bayesian optimisation over multiple continuous and categorical inputs
B Ru, A Alvi, V Nguyen, MA Osborne, S Roberts
International Conference on Machine Learning, 8276-8285, 2020
1142020
BayesOpt Adversarial Attack
R Binxin, C Adam, B Arno, Y Gal
International Conference on Learning Representations, 2020
98*2020
Think global and act local: Bayesian optimisation over high-dimensional categorical and mixed search spaces
X Wan, V Nguyen, H Ha, B Ru, C Lu, MA Osborne
arXiv preprint arXiv:2102.07188, 2021
722021
Fast Information-theoretic Bayesian Optimisation
B Ru, M McLeod, D Granziol, MA Osborne
International Conference on Machine Learning (ICML) 2018, 2018
642018
Asynchronous Batch Bayesian Optimisation with Improved Local Penalisation
AS Alvi, B Ru, J Calliess, SJ Roberts, MA Osborne
International Conference on Machine Learning (ICML) 2019, 2019
612019
Speedy Performance Estimation for Neural Architecture Search
B Ru, C Lyle, L Schut, M van der Wilk, Y Gal
Advances in Neural Information Processing Systems, 2021, 2021
582021
Neural architecture generator optimization
R Ru, P Esperanca, FM Carlucci
Advances in Neural Information Processing Systems 33, 12057-12069, 2020
502020
Adversarial attacks on graph classifiers via bayesian optimisation
X Wan, H Kenlay, R Ru, A Blaas, MA Osborne, X Dong
Advances in Neural Information Processing Systems 34, 6983-6996, 2021
312021
A bayesian perspective on training speed and model selection
C Lyle, L Schut, R Ru, Y Gal, M van der Wilk
Advances in neural information processing systems 33, 10396-10408, 2020
312020
On redundancy and diversity in cell-based neural architecture search
X Wan, B Ru, PM Esperança, Z Li
arXiv preprint arXiv:2203.08887, 2022
252022
Bayesian generational population-based training
X Wan, C Lu, J Parker-Holder, PJ Ball, V Nguyen, B Ru, M Osborne
International conference on automated machine learning, 14/1-27, 2022
222022
MEMe: An accurate maximum entropy method for efficient approximations in large-scale machine learning
D Granziol, B Ru, S Zohren, X Dong, M Osborne, S Roberts
Entropy 21 (6), 551, 2019
212019
Approximate neural architecture search via operation distribution learning
X Wan, B Ru, PM Esparança, FM Carlucci
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2022
112022
Neural architecture search: insights from 1000 papers.(2023)
C White, M Safari, R Sukthanker, B Ru, T Elsken, A Zela, D Dey, F Hutter
arXiv preprint arXiv:2301.08727, 2023
102023
Dha: End-to-end joint optimization of data augmentation policy, hyper-parameter and architecture
K Zhou, L Hong, S Hu, F Zhou, B Ru, J Feng, Z Li
arXiv preprint arXiv:2109.05765, 2021
102021
Learning to identify top elo ratings: A dueling bandits approach
X Yan, Y Du, B Ru, J Wang, H Zhang, X Chen
Proceedings of the AAAI Conference on Artificial Intelligence 36 (8), 8797-8805, 2022
92022
Construction of hierarchical neural architecture search spaces based on context-free grammars
S Schrodi, D Stoll, B Ru, R Sukthanker, T Brox, F Hutter
Advances in Neural Information Processing Systems 36, 23172-23223, 2023
72023
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