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Fisher SAM: Information Geometry and Sharpness Aware Minimisation



Minyoung Kim , Da Li , Shell Xu Hu , Timothy M. Hospedales


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Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference



Shell Xu Hu , Da Li , Jan Stühmer , Minyoung Kim , Timothy M. Hospedales

* Accepted by CVPR2022 

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Dynamic Instance Domain Adaptation



Zhongying Deng , Kaiyang Zhou , Da Li , Junjun He , Yi-Zhe Song , Tao Xiang

* 10 pages, 7 figures 

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AMS_ADRN at SemEval-2022 Task 5: A Suitable Image-text Multimodal Joint Modeling Method for Multi-task Misogyny Identification



Da Li , Ming Yi , Yukai He


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Finding lost DG: Explaining domain generalization via model complexity



Da Li , Henry Gouk , Timothy Hospedales


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LP-BERT: Multi-task Pre-training Knowledge Graph BERT for Link Prediction



Da Li , Ming Yi , Yukai He


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A Channel Coding Benchmark for Meta-Learning



Rui Li , Ondrej Bohdal , Rajesh Mishra , Hyeji Kim , Da Li , Nicholas Lane , Timothy Hospedales


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Learning Domain Invariant Representations for Generalizable Person Re-Identification



Yi-Fan Zhang , Hanlin Zhang , Zhang Zhang , Da Li , Zhen Jia , Liang Wang , Tieniu Tan


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A Stochastic Neural Network for Attack-Agnostic Adversarial Robustness



Panagiotis Eustratiadis , Henry Gouk , Da Li , Timothy Hospedales


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Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation



Da Li , Timothy Hospedales

* tech report 

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