Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the Diffusion Limit

23 May 2019

Papers citing "Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the Diffusion Limit"

14 / 64 papers shown

Title
Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations Winnie Xu Ricky T. Q. Chen Xuechen Li David Duvenaud BDL UQCV 27 46 0 12 Feb 2021
Maximum Likelihood Training of Score-Based Diffusion Models Yang Song Conor Durkan Iain Murray Stefano Ermon DiffM 64 627 0 22 Jan 2021
Mixing it up: A general framework for Markovian statistics Niklas Dexheimer Claudia Strauch Lukas Trottner 32 9 0 31 Oct 2020
Probabilistic Numeric Convolutional Neural Networks Marc Finzi Roberto Bondesan Max Welling BDL AI4TS 34 13 0 21 Oct 2020
Identifying Latent Stochastic Differential Equations Ali Hasan João M. Pereira Sina Farsiu Vahid Tarokh DiffM 27 18 0 12 Jul 2020
On Second Order Behaviour in Augmented Neural ODEs Alexander Norcliffe Cristian Bodnar Ben Day Nikola Simidjievski Pietro Lio 39 90 0 12 Jun 2020
Predictive Coding Approximates Backprop along Arbitrary Computation Graphs Beren Millidge Alexander Tschantz Christopher L. Buckley 32 118 0 07 Jun 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 32 451 0 18 May 2020
Solving high-dimensional Hamilton-Jacobi-Bellman PDEs using neural networks: perspectives from the theory of controlled diffusions and measures on path space Nikolas Nusken Lorenz Richter AI4CE 38 105 0 11 May 2020
Stochasticity in Neural ODEs: An Empirical Study V. Oganesyan Alexandra Volokhova Dmitry Vetrov BDL 30 20 0 22 Feb 2020
Stochastic Normalizing Flows Hao Wu Jonas Köhler Frank Noé 59 176 0 16 Feb 2020
Scalable Gradients for Stochastic Differential Equations Xuechen Li Ting-Kam Leonard Wong Ricky T. Q. Chen David Duvenaud 17 312 0 05 Jan 2020
Statistical Inference for Generative Models with Maximum Mean Discrepancy François‐Xavier Briol Alessandro Barp Andrew B. Duncan Mark Girolami 27 70 0 13 Jun 2019
Neural Jump Stochastic Differential Equations Junteng Jia Austin R. Benson BDL 25 222 0 24 May 2019