Sept 2024
Journal

Approximate Bayesian Computation with Path Signatures
in Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence
Joel Dyer , Patrick Cannon , Sebastian M Schmon

Feb 2024
Journal

Black-box Bayesian inference for agent-based models
in Journal of Economic Dynamics and Control
Joel Dyer , Patrick Cannon , J. Doyne Farmer , Sebastian Schmon

Feb 2023
Working Paper

Approximate Bayesian Computation with Path Signatures
Joel Dyer , Patrick Cannon , Sebastian M Schmon

Jul 2022
Journal

Calibrating Agent-based Models to Microdata with Graph Neural Networks
in ICML 2022 Workshop on AI for Agent-based Modelling
Joel Dyer , Patrick Cannon , J. Doyne Farmer , Sebastian M Schmon

Feb 2022
Journal

Amortised likelihood-free inference for expensive time-series simulators with signatured ratio estimation
in 25th International Conference on Artificial Intelligence and Statistics (AISTATS)
Joel Dyer , Patrick Cannon , Sebastian M Schmon

Publications