A VAE-based Framework for Learning Multi-Level Neural Granger-Causal
Connectivity

A VAE-based Framework for Learning Multi-Level Neural Granger-Causal Connectivity

25 February 2024

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Papers citing "A VAE-based Framework for Learning Multi-Level Neural Granger-Causal Connectivity"

15 / 15 papers shown

Title
On Embeddings for Numerical Features in Tabular Deep Learning Yura Gorishniy Ivan Rubachev Artem Babenko LMTD 97 173 0 10 Mar 2022
Granger Causality: A Review and Recent Advances Ali Shojaie E. Fox CML AI4TS 73 270 0 05 May 2021
Interpretable Models for Granger Causality Using Self-explaining Neural Networks Ricards Marcinkevics Julia E. Vogt MILM CML 68 64 0 19 Jan 2021
Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data Sindy Löwe David Madras R. Zemel Max Welling CML BDL AI4TS 100 131 0 18 Jun 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 425 10,591 0 17 Feb 2020
Discovering Nonlinear Relations with Minimum Predictive Information Regularization Tailin Wu Thomas Breuel M. Skuhersky Jan Kautz AI4TS 55 27 0 07 Jan 2020
Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality Saurabh Khanna Vincent Y. F. Tan AI4TS 62 72 0 22 Nov 2019
Pathwise Derivatives Beyond the Reparameterization Trick M. Jankowiak F. Obermeyer 142 113 0 05 Jun 2018
Implicit Reparameterization Gradients Michael Figurnov S. Mohamed A. Mnih BDL 105 233 0 22 May 2018
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 593 7,455 0 04 Apr 2017
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables Chris J. Maddison A. Mnih Yee Whye Teh BDL 196 2,533 0 02 Nov 2016
Ladder Variational Autoencoders C. Sønderby T. Raiko Lars Maaløe Søren Kaae Sønderby Ole Winther BDL DRL 97 912 0 06 Feb 2016
Importance Weighted Autoencoders Yuri Burda Roger C. Grosse Ruslan Salakhutdinov BDL 273 1,245 0 01 Sep 2015
Semi-Supervised Learning with Deep Generative Models Diederik P. Kingma Danilo Jimenez Rezende S. Mohamed Max Welling GAN SSL BDL 88 2,742 0 20 Jun 2014
Regularized estimation in sparse high-dimensional time series models Sumanta Basu George Michailidis AI4TS 116 425 0 17 Nov 2013