Projects
Publications and software
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)
Events
Interpretability, safety, and security in AI
Monday 13 Dec 2021 - Wednesday 15 Dec 2021
Time: 11:00 - 18:00
Statistics and computation
Monday 13 Jan 2020 - Tuesday 14 Jan 2020
Time: 10:00 - 17:00
Interest groups
People
Christopher Parsonson
Enrichment Student
Gabriel Jones
Enrichment Student
Andreea Avramescu
Enrichment Student
Dr Luca Magri
Group Leader, Physics-informed machine learning and data assimilation
Dr Alain Zemkoho
Turing Fellow
Dr David Atkinson
Turing Fellow
Dr Julia Handl
Turing Fellow
Dr Xuan Vinh Doan
Turing Fellow