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Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers


Dec 15, 2022
Harry Coppock, George Nicholson, Ivan Kiskin, Vasiliki Koutra, Kieran Baker, Jobie Budd, Richard Payne, Emma Karoune, David Hurley, Alexander Titcomb, Sabrina Egglestone, Ana Tendero Cañadas, Lorraine Butler, Radka Jersakova, Jonathon Mellor, Selina Patel, Tracey Thornley, Peter Diggle, Sylvia Richardson, Josef Packham, Björn W. Schuller, Davide Pigoli, Steven Gilmour, Stephen Roberts, Chris Holmes

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A large-scale and PCR-referenced vocal audio dataset for COVID-19


Dec 15, 2022
Jobie Budd, Kieran Baker, Emma Karoune, Harry Coppock, Selina Patel, Ana Tendero Cañadas, Alexander Titcomb, Richard Payne, David Hurley, Sabrina Egglestone, Lorraine Butler, Jonathon Mellor, George Nicholson, Ivan Kiskin, Vasiliki Koutra, Radka Jersakova, Rachel A. McKendry, Peter Diggle, Sylvia Richardson, Björn W. Schuller, Steven Gilmour, Davide Pigoli, Stephen Roberts, Josef Packham, Tracey Thornley, Chris Holmes

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* 36 pages, 4 figures 

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Transfer Ranking in Finance: Applications to Cross-Sectional Momentum with Data Scarcity


Aug 24, 2022
Daniel Poh, Stephen Roberts, Stefan Zohren

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* 15 pages, 9 figures 

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The ACM Multimedia 2022 Computational Paralinguistics Challenge: Vocalisations, Stuttering, Activity, & Mosquitoes


May 13, 2022
Björn W. Schuller, Anton Batliner, Shahin Amiriparian, Christian Bergler, Maurice Gerczuk, Natalie Holz, Pauline Larrouy-Maestri, Sebastian P. Bayerl, Korbinian Riedhammer, Adria Mallol-Ragolta, Maria Pateraki, Harry Coppock, Ivan Kiskin, Marianne Sinka, Stephen Roberts

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* 5 pages, part of the ACM Multimedia 2022 Grand Challenge "The ACM Multimedia 2022 Computational Paralinguistics Challenge (ComParE 2022)" 

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Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture


Dec 16, 2021
Kieran Wood, Sven Giegerich, Stephen Roberts, Stefan Zohren

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A Bayesian take on option pricing with Gaussian processes


Dec 07, 2021
Martin Tegner, Stephen Roberts

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* arXiv admin note: text overlap with arXiv:1901.06021 

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One-Shot Transfer Learning of Physics-Informed Neural Networks


Oct 21, 2021
Shaan Desai, Marios Mattheakis, Hayden Joy, Pavlos Protopapas, Stephen Roberts

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* [under review] 

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Robust and Scalable SDE Learning: A Functional Perspective


Oct 11, 2021
Scott Cameron, Tyron Cameron, Arnu Pretorius, Stephen Roberts

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Port-Hamiltonian Neural Networks for Learning Explicit Time-Dependent Dynamical Systems


Jul 16, 2021
Shaan Desai, Marios Mattheakis, David Sondak, Pavlos Protopapas, Stephen Roberts

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* [under review] 

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Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL


Jun 30, 2021
Jack Parker-Holder, Vu Nguyen, Shaan Desai, Stephen Roberts

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