Assistant Professor of Computer Science and Data Science
60 Fifth Avenue, Office 612
Ph.D., Applied Mathematics, École Polytechnique, France, 2013.
M.S., Applied Mathematics, École Normale Supérieure, France, 2005.
B.S., M.S., Telecommunications, Polytechnic University of Catalonia, Spain, 2004.
B.S., Mathematics, Polytechnic University of Catalonia, Spain, 2002.
My research interests touch several areas of Machine Learning, Signal Processing and High-Dimensional Statistics. In particular, in the past few years I have been working on Deep Convolutional Networks, studying some of its theoretical properties and applications to several Computer Vision tasks.
"Invariant Scattering Convolutional Networks", with S. Mallat, IEEE TPAMI, 2012.
"Intermittent Process Analysis with Scattering Moments", with E. Bacry, S. Mallat and J.F. Muzy, Annals of Statistics, 2014.
"Spectral Networks and Locally Connected Networks on Graphs", with A. Szlam and Y. LeCun, ICLR, 2014.