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Neural graphical modelling in continuous-time: consistency guarantees and algorithms

6 May 2021

Papers citing "Neural graphical modelling in continuous-time: consistency guarantees and algorithms"

27 / 27 papers shown

Title
CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models Benjamin Herdeanu Juan Nathaniel Carla Roesch Jatan Buch Gregor Ramien Johannes Haux Pierre Gentine CML AI4CE 90 0 0 22 May 2025
Adapt3R: Adaptive 3D Scene Representation for Domain Transfer in Imitation Learning Albert Wilcox Mohamed Ghanem Masoud Moghani Pierre Barroso Benjamin Joffe Animesh Garg 148 0 0 06 Mar 2025
LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data Yue Cheng Jiajun Zhang Weiwei Xing Xiaoyu Guo Yue Cheng Witold Pedrycz CML 116 0 0 25 Oct 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten Cecilia Casolo E. Ferrucci Søren Wengel Mogensen C. Salvi Niki Kilbertus CML BDL 203 12 0 28 Feb 2024
Policy Analysis using Synthetic Controls in Continuous-Time Alexis Bellot M. Schaar OffRL 47 17 0 02 Feb 2021
Interpretable Models for Granger Causality Using Self-explaining Neural Networks Ricards Marcinkevics Julia E. Vogt MILM CML 73 64 0 19 Jan 2021
Consistent Feature Selection for Analytic Deep Neural Networks Vu C. Dinh L. Ho FAtt 388 37 0 16 Oct 2020
Lasso Inference for High-Dimensional Time Series R. Adámek Stephan Smeekes Ines Wilms AI4TS 71 34 0 21 Jul 2020
DYNOTEARS: Structure Learning from Time-Series Data Roxana Pamfil Nisara Sriwattanaworachai Shaan Desai Philip Pilgerstorfer Paul Beaumont K. Georgatzis Bryon Aragam CML AI4TS BDL 77 192 0 02 Feb 2020
Learning Dynamic and Personalized Comorbidity Networks from Event Data using Deep Diffusion Processes Zhaozhi Qian Ahmed Alaa Alexis Bellot J. Rashbass M. Schaar DiffM MedIm 35 17 0 08 Jan 2020
Causality for Machine Learning Bernhard Schölkopf CML AI4CE LRM 96 463 0 24 Nov 2019
Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality Saurabh Khanna Vincent Y. F. Tan AI4TS 62 72 0 22 Nov 2019
ODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems Philippe Wenk G. Abbati Michael A. Osborne Bernhard Schölkopf Andreas Krause Stefan Bauer 42 31 0 17 Feb 2019
On the Non-asymptotic and Sharp Lower Tail Bounds of Random Variables Anru R. Zhang Yuchen Zhou 106 61 0 21 Oct 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 437 5,157 0 19 Jun 2018
Learning unknown ODE models with Gaussian processes Markus Heinonen Çağatay Yıldız Henrik Mannerstrom Jukka Intosalmi Harri Lähdesmäki 49 94 0 12 Mar 2018
Neural Granger Causality Alex Tank Ian Covert N. Foti Ali Shojaie E. Fox CML 144 100 0 16 Feb 2018
Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations M. Raissi PINN AI4CE 120 756 0 20 Jan 2018
Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 85 931 0 28 Nov 2017
Treatment-Response Models for Counterfactual Reasoning with Continuous-time, Continuous-valued Interventions Hossein Soleimani Adarsh Subbaswamy Suchi Saria CML 42 23 0 06 Apr 2017
From Deterministic ODEs to Dynamic Structural Causal Models Paul Kishan Rubenstein Stephan Bongers Bernhard Schölkopf Joris M. Mooij 75 55 0 29 Aug 2016
From Ordinary Differential Equations to Structural Causal Models: the deterministic case Joris Mooij Dominik Janzing Bernhard Schölkopf 124 105 0 09 Aug 2014
Oracle Inequalities for High Dimensional Vector Autoregressions Anders Bredahl Kock Laurent Callot 113 231 0 04 Nov 2013
Asymmetric separation for local independence graphs Vanessa Didelez 86 20 0 27 Jun 2012
Causal Reasoning in Graphical Time Series Models M. Eichler Vanessa Didelez CML AI4TS 74 65 0 20 Jun 2012
Learning Networks of Stochastic Differential Equations José Bento M. Ibrahimi Andrea Montanari 136 73 0 01 Nov 2010
Autoregressive Process Modeling via the Lasso Procedure Yuval Nardi Alessandro Rinaldo 108 157 0 08 May 2008