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Elastic Weight Consolidation Improves the Robustness of Self-Supervised Learning Methods under Transfer


Oct 28, 2022
Andrius Ovsianas, Jason Ramapuram, Dan Busbridge, Eeshan Gunesh Dhekane, Russ Webb

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* NeurIPS 2022 Workshop: Self-Supervised Learning - Theory and Practice 

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Position Prediction as an Effective Pretraining Strategy


Jul 15, 2022
Shuangfei Zhai, Navdeep Jaitly, Jason Ramapuram, Dan Busbridge, Tatiana Likhomanenko, Joseph Yitan Cheng, Walter Talbott, Chen Huang, Hanlin Goh, Joshua Susskind

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* Accepted to ICML 2022 

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Evaluating the fairness of fine-tuning strategies in self-supervised learning


Oct 01, 2021
Jason Ramapuram, Dan Busbridge, Russ Webb

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* Accepted to BayLearn 2021 

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Do Self-Supervised and Supervised Methods Learn Similar Visual Representations?


Oct 01, 2021
Tom George Grigg, Dan Busbridge, Jason Ramapuram, Russ Webb

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* 4 pages + 2 pages of appendices, 5 figures, 1 table 

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Neural Temporal Point Processes For Modelling Electronic Health Records


Jul 27, 2020
Joseph Enguehard, Dan Busbridge, Adam Bozson, Claire Woodcock, Nils Y. Hammerla

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* 13 pages, 3 figures, 3 tables. Code, pre-trained models and datasets available at https://github.com/babylonhealth/neuralTPPs 

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Learning medical triage from clinicians using Deep Q-Learning


Mar 28, 2020
Albert Buchard, Baptiste Bouvier, Giulia Prando, Rory Beard, Michail Livieratos, Dan Busbridge, Daniel Thompson, Jonathan Richens, Yuanzhao Zhang, Adam Baker, Yura Perov, Kostis Gourgoulias, Saurabh Johri

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* 17 pages, 4 figures, 3 tables, preprint, in press 

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Neural Language Priors


Oct 04, 2019
Joseph Enguehard, Dan Busbridge, Vitalii Zhelezniak, Nils Hammerla

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* 4 pages, 1 figure, 1 table 

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Relational Graph Attention Networks


Apr 11, 2019
Dan Busbridge, Dane Sherburn, Pietro Cavallo, Nils Y. Hammerla

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* 10 pages + 8 pages of appendices. Layer implementation available at https://github.com/Babylonpartners/rgat/ 

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Decoding Decoders: Finding Optimal Representation Spaces for Unsupervised Similarity Tasks


May 09, 2018
Vitalii Zhelezniak, Dan Busbridge, April Shen, Samuel L. Smith, Nils Y. Hammerla

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* ICLR 2018 Workshop Track, 15 pages, 3 figures, 6 tables 

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