Wind behaviour prediction for protection of infrastructure Predicting and warning extreme wind behaviour to improve public safety and protect key infrastructure
Detecting hazardous physical activity Using human action detection to monitor safety in hazardous or physically demanding situations, such as escalator use and offshore wind turbine work
Stable Rank Normalization for Improved Generalization in Neural Networks and GANs Exciting new work on generalization bounds for neural networks (NN) given by Bartlett et... Sanyal, Amartya & Torr, Philip & Dokania, Puneet. (2019). Stable Rank Normalization for Improved Generalization in Neural Networks and GANs.
Provably robust estimation of modulo 1 samples of a smooth function with applications to phase unwrapping Consider an unknown smooth function f:[0,1]d→R, and say we are given n noisy mod... M. Cucuringu, H. Tyagi, "Provably robust estimation of modulo 1 samples of a smooth function with applications to phase unwrapping", arXiv:1803.03669 (2018), accepted to Journal of Machine Learning Research (JMLR)
Interpretability, safety, and security in AI Monday 13 Dec 2021 - Wednesday 15 Dec 2021 Time: 11:00 - 18:00 Hannah Fry Stuart Russell Cynthia Dwork Mihaela van der Schaar Yonina Eldar Aleksander Madry Curtis Langlotz Cynthia Rudin Emmanuel Candes Desmond Higham Manuela Veloso Marta Kwiatkowska Isaac Kohane Pushmeet Kohli Ben Adcock
Statistics and computation Monday 13 Jan 2020 - Tuesday 14 Jan 2020 Time: 10:00 - 17:00 Carola-Bibiane Schönlieb Caroline Uhler Florent Krzakala Francis Bach Garvesh Raskutti Jean-Philippe Vert Lorenzo Rosasco Madeleine Udell Peter Bartlett Rebecca Willett Tamara Broderick Vitaly Feldman
Machine learning and dynamical systems How do we analyse dynamical systems on the basis of observed data, rather than attempt to study them analytically?