259 citations · 978 across the 60 of their papers we have counts for
3 papers · 1 filter
A Distributed Frank-Wolfe Framework for Learning Low-Rank Matrices with the Trace Norm
Wenjie Zheng, Aurélien Bellet, Patrick Gallinari
We consider the problem of learning a high-dimensional but low-rank matrix from a large-scale dataset distributed over several machines, where low-rankness is enforced by a convex…
Learning Multi-Modal Word Representation Grounded in Visual Context
Éloi Zablocki, Benjamin Piwowarski, Laure Soulier +1
Representing the semantics of words is a long-standing problem for the natural language processing community. Most methods compute word semantics given their textual context in lar…
Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge
Emmanuel de Bezenac, Arthur Pajot, Patrick Gallinari
We consider the use of Deep Learning methods for modeling complex phenomena like those occurring in natural physical processes. With the large amount of data gathered on these phen…