Gouk, Henry

20 publications

NeurIPS 2025 Is Limited Participant Diversity Impeding EEG-Based Machine Learning? Philipp Bomatter, Henry Gouk

ICLRW 2025 Model Diffusion for Certifiable Few-Shot Transfer Learning Fady Rezk, Royson Lee, Henry Gouk, Timothy Hospedales, Minyoung Kim

TMLR 2024 Evaluating the Evaluators: Are Validation Methods for Few-Shot Learning Fit for Purpose? Luísa Shimabucoro, Ruchika Chavhan, Timothy Hospedales, Henry Gouk

ICMLW 2024 Liouna: Biologically Plausible Learning for Efficient Pre-Training of Transferrable Deep Models Fady Rezk, Antreas Antoniou, Henry Gouk, Timothy Hospedales

MIDL 2024 Skin Malignancy Classification Using Patients’ Skin Images and Meta-Data: Multimodal Fusion for Improving Fairness Ke Wang, Ningyuan Shan, Henry Gouk, Iris Szu-Szu Ho

NeurIPSW 2023 Is Scaling Learned Optimizers Worth It? Evaluating the Value of VeLO's 4000 TPU Months Fady Rezk, Antreas Antoniou, Henry Gouk, Timothy Hospedales

CVPR 2023 Meta Omnium: A Benchmark for General-Purpose Learning-to-Learn Ondrej Bohdal, Yinbing Tian, Yongshuo Zong, Ruchika Chavhan, Da Li, Henry Gouk, Li Guo, Timothy Hospedales

ICCV 2023 Quality Diversity for Visual Pre-Training Ruchika Chavhan, Henry Gouk, Da Li, Timothy Hospedales

ICMLW 2022 HyperInvariances: Amortizing Invariance Learning Ruchika Chavhan, Henry Gouk, Jan Stuehmer, Timothy Hospedales

ICML 2022 Loss Function Learning for Domain Generalization by Implicit Gradient Boyan Gao, Henry Gouk, Yongxin Yang, Timothy Hospedales

ICLR 2021 Distance-Based Regularisation of Deep Networks for Fine-Tuning Henry Gouk, Timothy Hospedales, Massimiliano Pontil

CVPR 2021 How Well Do Self-Supervised Models Transfer? Linus Ericsson, Henry Gouk, Timothy M. Hospedales

MLJ 2021 Regularisation of Neural Networks by Enforcing Lipschitz Continuity Henry Gouk, Eibe Frank, Bernhard Pfahringer, Michael J. Cree

ICCV 2021 Searching for Robustness: Loss Learning for Noisy Classification Tasks Boyan Gao, Henry Gouk, Timothy M. Hospedales

ICCV 2021 Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition Xueting Zhang, Debin Meng, Henry Gouk, Timothy M. Hospedales

ICML 2021 Weight-Covariance Alignment for Adversarially Robust Neural Networks Panagiotis Eustratiadis, Henry Gouk, Da Li, Timothy Hospedales

ICLR 2020 Optimising Neural Network Architectures for Provable Adversarial Robustness Henry Gouk, Timothy M. Hospedales

ACML 2019 Stochastic Gradient Trees Henry Gouk, Bernhard Pfahringer, Eibe Frank

ECML-PKDD 2018 MaxGain: Regularisation of Neural Networks by Constraining Activation Magnitudes Henry Gouk, Bernhard Pfahringer, Eibe Frank, Michael J. Cree

ACML 2016 Learning Distance Metrics for Multi-Label Classification Henry Gouk, Bernhard Pfahringer, Michael Cree