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Neural Architecture Search using Bayesian Optimisation with Weisfeiler-Lehman Kernel


Jun 13, 2020
Binxin Ru, Xingchen Wan, Xiaowen Dong, Michael Osborne

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* 8 pages, 4 figures (21 pages, 13 figures including references and appendices) 

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A Maximum Entropy approach to Massive Graph Spectra


Dec 19, 2019
Diego Granziol, Robin Ru, Stefan Zohren, Xiaowen Dong, Michael Osborne, Stephen Roberts

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* 12 pages. 9 Figures 

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Radial Bayesian Neural Networks: Robust Variational Inference In Big Models


Jul 01, 2019
Sebastian Farquhar, Michael Osborne, Yarin Gal

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MEMe: An Accurate Maximum Entropy Method for Efficient Approximations in Large-Scale Machine Learning


Jun 03, 2019
Diego Granziol, Binxin Ru, Stefan Zohren, Xiaowen Doing, Michael Osborne, Stephen Roberts

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* MEMe: An Accurate Maximum Entropy Method for Efficient Approximations in Large-Scale Machine Learning. Entropy, 21(6), 551 (2019) 
* 18 pages, 3 figures, Published at Entropy 2019: Special Issue Entropy Based Inference and Optimization in Machine Learning 

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On the Limitations of Representing Functions on Sets


Jan 25, 2019
Edward Wagstaff, Fabian B. Fuchs, Martin Engelcke, Ingmar Posner, Michael Osborne

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* Submitted to the International Conference on Machine Learning (2019) for review 

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Batch Selection for Parallelisation of Bayesian Quadrature


Dec 04, 2018
Ed Wagstaff, Saad Hamid, Michael Osborne

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Intersectionality: Multiple Group Fairness in Expectation Constraints


Nov 25, 2018
Jack Fitzsimons, Michael Osborne, Stephen Roberts

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* NeurIPS (previously NIPS) 2018, Workshop on Ethical, Social and Governance Issues in AI 

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Equality Constrained Decision Trees: For the Algorithmic Enforcement of Group Fairness


Oct 10, 2018
Jack Fitzsimons, AbdulRahman Al Ali, Michael Osborne, Stephen Roberts

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* 8 pages, 2 figures, 1 page references, 1 page appendix 

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Entropic Spectral Learning in Large Scale Networks


Apr 18, 2018
Diego Granziol, Binxin Ru, Stefan Zohren, Xiaowen Dong, Michael Osborne, Stephen Roberts

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* 11 pages, 8 figures 

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VBALD - Variational Bayesian Approximation of Log Determinants


Feb 21, 2018
Diego Granziol, Edward Wagstaff, Bin Xin Ru, Michael Osborne, Stephen Roberts

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