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MEDFAIR: Benchmarking Fairness for Medical Imaging


Oct 04, 2022
Yongshuo Zong, Yongxin Yang, Timothy Hospedales


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Attacking Adversarial Defences by Smoothing the Loss Landscape


Aug 05, 2022
Panagiotis Eustratiadis, Henry Gouk, Da Li, Timothy Hospedales


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HyperInvariances: Amortizing Invariance Learning


Jul 17, 2022
Ruchika Chavhan, Henry Gouk, Jan Stühmer, Timothy Hospedales

* ICML 2022, Workshop on Spurious Correlations, Invariance, and Stability 

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Feed-Forward Source-Free Latent Domain Adaptation via Cross-Attention


Jul 15, 2022
Ondrej Bohdal, Da Li, Shell Xu Hu, Timothy Hospedales

* Shorter version accepted at the First Workshop of Pre-training: Perspectives, Pitfalls, and Paths Forward at ICML 2022 

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MetaAudio: A Few-Shot Audio Classification Benchmark


Apr 10, 2022
Calum Heggan, Sam Budgett, Timothy Hospedales, Mehrdad Yaghoobi

* 9 pages with 1 figure and 2 main results tables. V1 Preprint 

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Finding lost DG: Explaining domain generalization via model complexity


Feb 01, 2022
Da Li, Henry Gouk, Timothy Hospedales


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Gaussian Process Meta Few-shot Classifier Learning via Linear Discriminant Laplace Approximation


Nov 09, 2021
Minyoung Kim, Timothy Hospedales


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Defensive Tensorization


Oct 26, 2021
Adrian Bulat, Jean Kossaifi, Sourav Bhattacharya, Yannis Panagakis, Timothy Hospedales, Georgios Tzimiropoulos, Nicholas D Lane, Maja Pantic

* To be presented at BMVC 2021 

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Online Hyperparameter Meta-Learning with Hypergradient Distillation


Oct 06, 2021
Hae Beom Lee, Hayeon Lee, Jaewoong Shin, Eunho Yang, Timothy Hospedales, Sung Ju Hwang


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Vision-based system identification and 3D keypoint discovery using dynamics constraints


Sep 13, 2021
Miguel Jaques, Martin Asenov, Michael Burke, Timothy Hospedales


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