Scalable Variational Inference for Dynamical Systems

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Scalable Variational Inference for Dynamical Systems

19 May 2017

Nico S. Gorbach

Stefan Bauer

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Papers citing "Scalable Variational Inference for Dynamical Systems"

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Title
Learning to Suggest Breaks: Sustainable Optimization of Long-Term User Engagement Eden Saig Nir Rosenfeld 60 4 0 24 Nov 2022
Variational Mixtures of ODEs for Inferring Cellular Gene Expression Dynamics Yichen Gu D. Blaauw Joshua D. Welch 72 14 0 09 Jul 2022
A Deterministic Sampling Method via Maximum Mean Discrepancy Flow with Adaptive Kernel Yindong Chen Yiwei Wang Lulu Kang Chun Liu 129 2 0 21 Nov 2021
Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time Series Daniel Kramer P. Bommer Carlo Tombolini G. Koppe Daniel Durstewitz BDL AI4TS AI4CE 147 20 0 04 Nov 2021
Variational Autoencoding of PDE Inverse Problems Daniel J. Tait Theodoros Damoulas AI4CE 49 12 0 28 Jun 2020
SLEIPNIR: Deterministic and Provably Accurate Feature Expansion for Gaussian Process Regression with Derivatives Emmanouil Angelis Philippe Wenk Bernhard Schölkopf Stefan Bauer Andreas Krause BDL 64 3 0 05 Mar 2020
Differentiable Likelihoods for Fast Inversion of 'Likelihood-Free' Dynamical Systems Hans Kersting N. Krämer Martin Schiegg Christian Daniel Michael Tiemann Philipp Hennig 70 21 0 21 Feb 2020
Disentangled State Space Representations Ðorðe Miladinovic Muhammad Waleed Gondal Bernhard Schölkopf J. M. Buhmann Stefan Bauer DRL 51 30 0 07 Jun 2019
Efficient Amortised Bayesian Inference for Hierarchical and Nonlinear Dynamical Systems Geoffrey Roeder Paul K. Grant Andrew Phillips Neil Dalchau Edward Meeds 105 24 0 28 May 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 69 31 0 17 Feb 2019
A Block Coordinate Descent Proximal Method for Simultaneous Filtering and Parameter Estimation Ramin Raziperchikolaei Harish S. Bhat 11 5 0 16 Oct 2018
Learning Nonlinear Brain Dynamics: van der Pol Meets LSTM German Abrevaya Irina Rish Aleksandr Aravkin Guillermo Cecchi James Kozloski Pablo Polosecki P. Zheng S. Dawson Juliana Rhee David Cox 43 2 0 24 May 2018
Robust and Scalable Models of Microbiome Dynamics T. Gibson Georg Gerber 100 37 0 11 May 2018
Constraining the Dynamics of Deep Probabilistic Models Marco Lorenzi Maurizio Filippone 101 28 0 15 Feb 2018