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Structure-aware generation of drug-like molecules



Pavol Drotár , Arian Rokkum Jamasb , Ben Day , Cătălina Cangea , Pietro Liò


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Attentional meta-learners are polythetic classifiers



Ben Day , Ramon Viñas , Nikola Simidjievski , Pietro Liò

* 10 main pages, 11 pages of appendices and additional figures 

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Meta-learning using privileged information for dynamics



Ben Day , Alexander Norcliffe , Jacob Moss , Pietro Liò

* Published as a workshop paper at the Learning to Learn and SimDL workshops at ICLR 2021. 4 pages, 3 pages of appendices 

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Neural ODE Processes



Alexander Norcliffe , Cristian Bodnar , Ben Day , Jacob Moss , Pietro Liò

* To appear at ICLR 2021. 9 pages, 6 figures, 7 pages of appendices 

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Utilising Graph Machine Learning within Drug Discovery and Development



Thomas Gaudelet , Ben Day , Arian R. Jamasb , Jyothish Soman , Cristian Regep , Gertrude Liu , Jeremy B. R. Hayter , Richard Vickers , Charles Roberts , Jian Tang , David Roblin , Tom L. Blundell , Michael M. Bronstein , Jake P. Taylor-King

* 19 pages, 8 figures 

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The Role of Isomorphism Classes in Multi-Relational Datasets



Vijja Wichitwechkarn , Ben Day , Cristian Bodnar , Matthew Wales , Pietro Liò

* 7 pages main text, 1 page of references and an ethics statement, 3 pages of appendices 

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Message Passing Neural Processes



Ben Day , Cătălina Cangea , Arian R. Jamasb , Pietro Liò

* 18 pages, 6 figures. The first two authors contributed equally 

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Uncertainty in Neural Relational Inference Trajectory Reconstruction



Vasileios Karavias , Ben Day , Pietro Liò

* 4 main pages, 1 page of supplementary materials. Accepted for presentation at the Graph Representation Learning and Beyond workshop at ICML 2020 

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On Second Order Behaviour in Augmented Neural ODEs



Alexander Norcliffe , Cristian Bodnar , Ben Day , Nikola Simidjievski , Pietro Liò

* Contains 27 pages, 14 figures 

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Proximal Distilled Evolutionary Reinforcement Learning



Cristian Bodnar , Ben Day , Pietro Lio'


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