Multi-task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics
Cipolla, Roberto, Gal, Yarin, Kendall, Alex
Published in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (01.06.2018)
Published in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (01.06.2018)
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Conference Proceeding
Towards global flood mapping onboard low cost satellites with machine learning
Mateo-Garcia, Gonzalo, Veitch-Michaelis, Joshua, Smith, Lewis, Oprea, Silviu Vlad, Schumann, Guy, Gal, Yarin, Baydin, Atılım Güneş, Backes, Dietmar
Published in Scientific reports (31.03.2021)
Published in Scientific reports (31.03.2021)
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Journal Article
Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe
Sharma, Mrinank, Mindermann, Sören, Rogers-Smith, Charlie, Leech, Gavin, Snodin, Benedict, Ahuja, Janvi, Sandbrink, Jonas B., Monrad, Joshua Teperowski, Altman, George, Dhaliwal, Gurpreet, Finnveden, Lukas, Norman, Alexander John, Oehm, Sebastian B., Sandkühler, Julia Fabienne, Aitchison, Laurence, Gavenčiak, Tomáš, Mellan, Thomas, Kulveit, Jan, Chindelevitch, Leonid, Flaxman, Seth, Gal, Yarin, Mishra, Swapnil, Bhatt, Samir, Brauner, Jan Markus
Published in Nature communications (05.10.2021)
Published in Nature communications (05.10.2021)
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Journal Article
Inferring the effectiveness of government interventions against COVID-19
Brauner, Jan M, Mindermann, Sören, Sharma, Mrinank, Johnston, David, Salvatier, John, Gavenčiak, Tomáš, Stephenson, Anna B, Leech, Gavin, Altman, George, Mikulik, Vladimir, Norman, Alexander John, Monrad, Joshua Teperowski, Besiroglu, Tamay, Ge, Hong, Hartwick, Meghan A, Teh, Yee Whye, Chindelevitch, Leonid, Gal, Yarin, Kulveit, Jan
Published in Science (19.02.2021)
Published in Science (19.02.2021)
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Journal Article
Web Resource
Galaxy Zoo DECaLS: Detailed visual morphology measurements from volunteers and deep learning for 314 000 galaxies
Walmsley, Mike, Lintott, Chris, Géron, Tobias, Kruk, Sandor, Krawczyk, Coleman, Willett, Kyle W, Bamford, Steven, Kelvin, Lee S, Fortson, Lucy, Gal, Yarin, Keel, William, Masters, Karen L, Mehta, Vihang, Simmons, Brooke D, Smethurst, Rebecca, Smith, Lewis, Baeten, Elisabeth M, Macmillan, Christine
Published in Monthly notices of the Royal Astronomical Society (01.01.2022)
Published in Monthly notices of the Royal Astronomical Society (01.01.2022)
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Journal Article
Technology readiness levels for machine learning systems
Lavin, Alexander, Gilligan-Lee, Ciarán M., Visnjic, Alessya, Ganju, Siddha, Newman, Dava, Ganguly, Sujoy, Lange, Danny, Baydin, Atílím Güneş, Sharma, Amit, Gibson, Adam, Zheng, Stephan, Xing, Eric P., Mattmann, Chris, Parr, James, Gal, Yarin
Published in Nature communications (20.10.2022)
Published in Nature communications (20.10.2022)
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Journal Article
An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval
Cobb, Adam D., Himes, Michael D., Soboczenski, Frank, Zorzan, Simone, O'Beirne, Molly D., Güne Baydin, At l m, Gal, Yarin, Domagal-Goldman, Shawn D., Arney, Giada N., Angerhausen, Daniel
Published in The Astronomical journal (01.07.2019)
Published in The Astronomical journal (01.07.2019)
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Journal Article
Deep Deterministic Uncertainty: A New Simple Baseline
Mukhoti, Jishnu, Kirsch, Andreas, van Amersfoort, Joost, Torr, Philip H.S., Gal, Yarin
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference
Mehta, Raghav, Christinck, Thomas, Nair, Tanya, Bussy, Aurelie, Premasiri, Swapna, Costantino, Manuela, Chakravarthy, M. Mallar, Arnold, Douglas L., Gal, Yarin, Arbel, Tal
Published in IEEE transactions on medical imaging (01.02.2022)
Published in IEEE transactions on medical imaging (01.02.2022)
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Journal Article
Physically Motivated Deep Learning to Superresolve and Cross Calibrate Solar Magnetograms
Muñoz-Jaramillo, Andrés, Jungbluth, Anna, Gitiaux, Xavier, Wright, Paul J., Shneider, Carl, Maloney, Shane A., Baydin, Atılım Güneş, Gal, Yarin, Deudon, Michel, Kalaitzis, Freddie
Published in The Astrophysical journal. Supplement series (01.04.2024)
Published in The Astrophysical journal. Supplement series (01.04.2024)
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Journal Article
Exploring the Limits of Synthetic Creation of Solar EUV Images via Image-to-image Translation
Salvatelli, Valentina, dos Santos, Luiz F. G., Bose, Souvik, Neuberg, Brad, Cheung, Mark C. M., Janvier, Miho, Jin, Meng, Gal, Yarin, Güneş Baydin, Atilim
Published in The Astrophysical journal (01.10.2022)
Published in The Astrophysical journal (01.10.2022)
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Journal Article
Mixtures of large-scale dynamic functional brain network modes
Gohil, Chetan, Roberts, Evan, Timms, Ryan, Skates, Alex, Higgins, Cameron, Quinn, Andrew, Pervaiz, Usama, van Amersfoort, Joost, Notin, Pascal, Gal, Yarin, Adaszewski, Stanislaw, Woolrich, Mark
Published in NeuroImage (Orlando, Fla.) (01.11.2022)
Published in NeuroImage (Orlando, Fla.) (01.11.2022)
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Journal Article
Uncertainty quantification for virtual diagnostic of particle accelerators
Convery, Owen, Smith, Lewis, Gal, Yarin, Hanuka, Adi
Published in Physical review. Accelerators and beams (01.07.2021)
Published in Physical review. Accelerators and beams (01.07.2021)
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Journal Article
Changing composition of SARS-CoV-2 lineages and rise of Delta variant in England
Mishra, Swapnil, Mindermann, Sören, Sharma, Mrinank, Whittaker, Charles, Mellan, Thomas A, Wilton, Thomas, Klapsa, Dimitra, Mate, Ryan, Fritzsche, Martin, Zambon, Maria, Ahuja, Janvi, Howes, Adam, Miscouridou, Xenia, Nason, Guy P, Ratmann, Oliver, Semenova, Elizaveta, Leech, Gavin, Sandkühler, Julia Fabienne, Rogers-Smith, Charlie, Vollmer, Michaela, Unwin, H Juliette T, Gal, Yarin, Chand, Meera, Gandy, Axel, Martin, Javier, Volz, Erik, Ferguson, Neil M, Bhatt, Samir, Brauner, Jan M, Flaxman, Seth
Published in EClinicalMedicine (01.09.2021)
Published in EClinicalMedicine (01.09.2021)
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Journal Article
Global Geomagnetic Perturbation Forecasting Using Deep Learning
Upendran, Vishal, Tigas, Panagiotis, Ferdousi, Banafsheh, Bloch, Téo, Cheung, Mark C. M., Ganju, Siddha, Bhatt, Asti, McGranaghan, Ryan M., Gal, Yarin
Published in Space Weather (01.06.2022)
Published in Space Weather (01.06.2022)
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Journal Article
A dataset of non-pharmaceutical interventions on SARS-CoV-2 in Europe
Altman, George, Ahuja, Janvi, Monrad, Joshua Teperowski, Dhaliwal, Gurpreet, Rogers-Smith, Charlie, Leech, Gavin, Snodin, Benedict, Sandbrink, Jonas B., Finnveden, Lukas, Norman, Alexander John, Oehm, Sebastian B., Sandkühler, Julia Fabienne, Kulveit, Jan, Flaxman, Seth, Gal, Yarin, Mishra, Swapnil, Bhatt, Samir, Sharma, Mrinank, Mindermann, Sören, Brauner, Jan Markus
Published in Scientific data (01.04.2022)
Published in Scientific data (01.04.2022)
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Journal Article
Precipitation-Triggered Landslide Prediction in Nepal Using Machine Learning and Deep Learning
Doerksen, Kelsey, Gal, Yarin, Kalaitzis, Freddie, Rossi, Cristian, Petit, David, Li, Sihan, Dadson, Simon
Published in IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium (16.07.2023)
Published in IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium (16.07.2023)
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Conference Proceeding
Machine learning for functional protein design
Notin, Pascal, Rollins, Nathan, Gal, Yarin, Sander, Chris, Marks, Debora
Published in Nature biotechnology (01.02.2024)
Published in Nature biotechnology (01.02.2024)
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Journal Article
Uncertainty Quantification for Virtual Diagnostic of Particle Accelerators
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Paper
Journal Article
Disease variant prediction with deep generative models of evolutionary data
Frazer, Jonathan, Notin, Pascal, Dias, Mafalda, Gomez, Aidan, Min, Joseph K., Brock, Kelly, Gal, Yarin, Marks, Debora S.
Published in Nature (London) (04.11.2021)
Published in Nature (London) (04.11.2021)
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Journal Article