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Higher-Order Attention Networks



Mustafa Hajij , Ghada Zamzmi , Theodore Papamarkou , Nina Miolane , Aldo Guzmán-Sáenz , Karthikeyan Natesan Ramamurthy


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CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM Images



Axel Levy , Frédéric Poitevin , Julien Martel , Youssef Nashed , Ariana Peck , Nina Miolane , Daniel Ratner , Mike Dunne , Gordon Wetzstein

* Project page: https://www.computationalimaging.org/publications/cryoai/ 

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Deep Generative Modeling for Volume Reconstruction in Cryo-Electron Microscopy



Claire Donnat , Axel Levy , Frederic Poitevin , Nina Miolane


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Riemannian Functional Map Synchronization for Probabilistic Partial Correspondence in Shape Networks



Faria Huq , Adrish Dey , Sahra Yusuf , Dena Bazazian , Tolga Birdal , Nina Miolane

* 8 pages 

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Geomstats: A Python Package for Riemannian Geometry in Machine Learning



Nina Miolane , Alice Le Brigant , Johan Mathe , Benjamin Hou , Nicolas Guigui , Yann Thanwerdas , Stefan Heyder , Olivier Peltre , Niklas Koep , Hadi Zaatiti , Hatem Hajri , Yann Cabanes , Thomas Gerald , Paul Chauchat , Christian Shewmake , Bernhard Kainz , Claire Donnat , Susan Holmes , Xavier Pennec


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Learning Weighted Submanifolds with Variational Autoencoders and Riemannian Variational Autoencoders



Nina Miolane , Susan Holmes


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Estimation of Orientation and Camera Parameters from Cryo-Electron Microscopy Images with Variational Autoencoders and Generative Adversarial Networks



Nina Miolane , Frédéric Poitevin , Yee-Ting Li , Susan Holmes


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PVNet: A LRCN Architecture for Spatio-Temporal Photovoltaic PowerForecasting from Numerical Weather Prediction



Johan Mathe , Nina Miolane , Nicolas Sebastien , Jeremie Lequeux

* 8 pages 

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geomstats: a Python Package for Riemannian Geometry in Machine Learning



Nina Miolane , Johan Mathe , Claire Donnat , Mikael Jorda , Xavier Pennec

* Preprint NIPS2018 

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Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry



Benjamin Hou , Nina Miolane , Bishesh Khanal , Matthew C. H. Lee , Amir Alansary , Steven McDonagh , Jo V. Hajnal , Daniel Rueckert , Ben Glocker , Bernhard Kainz


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