Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation

23 February 2022

Papers citing "Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation"

6 / 6 papers shown

Title
Compositional simulation-based inference for time series Manuel Gloeckler S. Toyota Kenji Fukumizu Jakob H Macke 32 1 0 05 Nov 2024
Learning Robust Statistics for Simulation-based Inference under Model Misspecification Daolang Huang Ayush Bharti Amauri Souza Luigi Acerbi Samuel Kaski 33 30 0 25 May 2023
The Signature Kernel Darrick Lee Harald Oberhauser 11 10 0 08 May 2023
Investigating the Impact of Model Misspecification in Neural Simulation-based Inference Patrick W Cannon Daniel Ward Sebastian M. Schmon 4 34 0 05 Sep 2022
Calibrating Agent-based Models to Microdata with Graph Neural Networks Joel Dyer Patrick W Cannon J. Farmer Sebastian M. Schmon 23 11 0 15 Jun 2022
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 96 180 0 12 Jan 2021