Henry Gouk

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Timothy M. HospedalesProfessor, University of Edinburgh; Samsung AI ResearchVerified email at ed.ac.uk
Bernhard PfahringerProfessor of Computer Science, University of WaikatoVerified email at waikato.ac.nz
Eibe FrankProfessor, Department of Computer Science, University of WaikatoVerified email at cs.waikato.ac.nz
Michael CreeAssociate Professor in Engineering, University of WaikatoVerified email at waikato.ac.nz
Linus EricssonUniversity of EdinburghVerified email at ed.ac.uk
Boyan GaoPhD, University of EdinburghVerified email at ed.ac.uk
Da LiSamsung AI Centre CambridgeVerified email at samsung.com
Yongxin YangQueen Mary University of LondonVerified email at qmul.ac.uk
Chen Change LoyMMLab@NTU, S-Lab, Nanyang Technological UniversityVerified email at ntu.edu.sg
Jack GearyUniversity of EdinburghVerified email at ed.ac.uk
Xueting ZhangSchool of Informatics, University of EdinburghVerified email at ed.ac.uk
Felix MohrUniversidad de La Sabana - ColombiaVerified email at unisabana.edu.co
Jan N. van RijnLeiden UniversityVerified email at liacs.leidenuniv.nl
Panagiotis EustratiadisUniversity of EdinburghVerified email at ed.ac.uk
Massimiliano PontilIstituto Italiano di Tecnologia & University College LondonVerified email at iit.it
Subramanian RamamoorthyProfessor of Robot Learning and Autonomy, School of Informatics, University of EdinburghVerified email at ed.ac.uk
Isabelle GuyonUniversité Paris-Saclay / INRIA / ChaLearnVerified email at chalearn.org
Zhengying LiuPhD student at Université Paris-Saclay / InriaVerified email at inria.fr
Frank HutterProfessor of Computer Science, University of Freiburg, GermanyVerified email at cs.uni-freiburg.de
Hong ChenTsinghua UniversityVerified email at mails.tsinghua.edu.cn

Henry Gouk

RAEng Research Fellow, University of Edinburgh

Verified email at ed.ac.uk - Homepage

Machine Learning Learning Theory Meta-Learning Self-Supervised Learning


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Regularisation of Neural Networks by Enforcing Lipschitz Continuity H Gouk, E Frank, B Pfahringer, M Cree Machine Learning 110 (2), 393-416, 2021	320	2021
How Well Do Self-Supervised Models Transfer? L Ericsson, H Gouk, TM Hospedales Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021	162	2021
Self-supervised representation learning: Introduction, advances, and challenges L Ericsson, H Gouk, CC Loy, TM Hospedales IEEE Signal Processing Magazine 39 (3), 42-62, 2022	59	2022
Fast Sliding Window Classification with Convolutional Neural Networks HGR Gouk, AM Blake Proceedings of the 29th International Conference on Image and Vision …, 2014	26	2014
Learning Distance Metrics for Multi-Label Classification H Gouk, B Pfahringer, MJ Cree 8th Asian Conference on Machine Learning 63, 318-333, 2016	25	2016
Shallow bayesian meta learning for real-world few-shot recognition X Zhang, D Meng, H Gouk, T Hospedales International Conference on Computer Vision, 2021	24	2021
Distance-Based Regularisation of Deep Networks for Fine-Tuning H Gouk, TM Hospedales, M Pontil International Conference on Learning Representations, 2021	21	2021
Deep Clustering with Concrete K-Means B Gao, Y Yang, H Gouk, TM Hospedales IEEE International Conference on Acoustics, Speech and Signal Processing …, 2020	16*	2020
Why Do Self-Supervised Models Transfer? On the Impact of Invariance on Downstream Tasks L Ericsson, H Gouk, TM Hospedales The 33rd British Machine Vision Conference, 2022, 509, 2022	10*	2022
Weight-Covariance Alignment for Adversarially Robust Neural Networks P Eustratiadis, H Gouk, D Li, T Hospedales International Conference on Machine Learning, 2021	10	2021
Comparing high dimensional word embeddings trained on medical text to bag-of-words for predicting medical codes V Yogarajan, H Gouk, T Smith, M Mayo, B Pfahringer Intelligent Information and Database Systems: 12th Asian Conference, ACIIDS …, 2020	10	2020
Searching for Robustness: Loss Learning for Noisy Classification Tasks B Gao, H Gouk, TM Hospedales International Conference on Computer Vision, 2021	8	2021
Stochastic Gradient Trees H Gouk, B Pfahringer, E Frank 11th Asian Conference on Machine Learning 101, 1094-1109, 2019	8	2019
MaxGain: Regularisation of neural networks by constraining activation magnitudes H Gouk, B Pfahringer, E Frank, MJ Cree Machine Learning and Knowledge Discovery in Databases: European Conference …, 2019	8	2019
Loss Function Learning for Domain Generalization by Implicit Gradient B Gao, H Gouk, Y Yang, T Hospedales International Conference on Machine Learning, 2022	7	2022
An Investigation of Domain Generalization with Rademacher Complexity D Li, H Gouk, T Hospedales	7*	2022
A Comparison of Machine Learning Methods for Cross-Domain Few-Shot Learning H Wang, H Gouk, E Frank, B Pfahringer, M Mayo Australasian Joint Conference on Artificial Intelligence, 2020	6	2020
Estimating heading direction from monocular video sequences using biologically-based sensors MJ Cree, JA Perrone, G Anthonys, AC Garnett, H Gouk 2016 International Conference on Image and Vision Computing New Zealand …, 2016	5*	2016
Resolving Conflict in Decision-Making for Autonomous Driving J Geary, S Ramamoorthy, H Gouk Robotics: Science and Systems, 2021	4	2021
Deep Clustering for Domain Adaptation B Gao, Y Yang, H Gouk, TM Hospedales IEEE International Conference on Acoustics, Speech, and Signal Processing, 2020	4	2020

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