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Neural Ordinary Differential Equations on Manifolds


Jun 11, 2020
Luca Falorsi, Patrick Forré


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Reparameterizing Distributions on Lie Groups


Mar 07, 2019
Luca Falorsi, Pim de Haan, Tim R. Davidson, Patrick Forré

* AISTATS (2019), code available at https://github.com/pimdh/relie 

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Topological Constraints on Homeomorphic Auto-Encoding


Dec 27, 2018
Pim de Haan, Luca Falorsi


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Hyperspherical Variational Auto-Encoders


Sep 26, 2018
Tim R. Davidson, Luca Falorsi, Nicola De Cao, Thomas Kipf, Jakub M. Tomczak

* Uncertainty in Artificial Intelligence (UAI). Proceedings of the Thirty-Fourth Conference (2018) 856- 865 
* GitHub repository: http://github.com/nicola-decao/s-vae-tf, Blogpost: https://nicola-decao.github.io/s-vae 

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Explorations in Homeomorphic Variational Auto-Encoding


Jul 12, 2018
Luca Falorsi, Pim de Haan, Tim R. Davidson, Nicola De Cao, Maurice Weiler, Patrick Forré, Taco S. Cohen

* 16 pages, 8 figures, ICML workshop on Theoretical Foundations and Applications of Deep Generative Models 

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