384 citations · 505 across the 25 of their papers we have counts for
4 papers · 1 filter
The Generalized Elastic Net for least squares regression with network-aligned signal and correlated design
Huy Tran, Sansen Wei, Claire Donnat
We propose a novel -penalty, which we refer to as the Generalized Elastic Net, for regression problems where the feature vectors are indexed by vertices of a given g…
Tuning the Geometry of Graph Neural Networks
Sowon Jeong, Claire Donnat
By recursively summing node features over entire neighborhoods, spatial graph convolution operators have been heralded as key to the success of Graph Neural Networks (GNNs). Yet, d…
ICLR 2022 Challenge for Computational Geometry and Topology: Design and Results
Adele Myers, Saiteja Utpala, Shubham Talbar +25
This paper presents the computational challenge on differential geometry and topology that was hosted within the ICLR 2022 workshop ``Geometric and Topological Representation Learn…
Deep Generative Modeling for Volume Reconstruction in Cryo-Electron Microscopy
Claire Donnat, Axel Levy, Frederic Poitevin +2
Recent breakthroughs in high-resolution imaging of biomolecules in solution with cryo-electron microscopy (cryo-EM) have unlocked new doors for the reconstruction of molecular volu…