Feb 2025
Paper

Robust Policy Design in Agent-Based Simulators using Adversarial Reinforcement Learning
Akash Agrawal , Joel Dyer , Aldo Glielmo , Michael Wooldridge

Sept 2024
INET Working Paper

No. 2024-06 - Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model
Samuel Wiese , Jagoda Kaszowska-Mojsa , Joel Dyer , Jose Moran , Marco Pangallo , François Lafond , John Muellbauer , Anisoara Calinescu , J. Doyne Farmer

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

Jan 2024
Journal

Interventionally consistent surrogates for agent-based simulators
in NeurIPS 2024
Joel Dyer , Nicholas Bishop , Yorgos Felekis , Fabio Massimo Zennaro , Anisoara Calinescu , Theodoros Damoulas , Michael Wooldridge

Jan 2024
Journal

Population synthesis as scenario generation for simulation-based planning under uncertainty
in Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2024)
Joel Dyer , Arnau Quera-Bofarull , Nicholas Bishop , J. Doyne Farmer , Anisoara Calinescu , Michael Wooldridge

Nov 2023
Journal

Gradient-assisted calibration for financial agent-based models
in Proceedings of the Fourth ACM International Conference on AI in Finance (ICAIF '23)
Joel Dyer , Arnau Quera-Bofarull , Ayush Chopra , J. Doyne Farmer , Anisoara Calinescu , Michael Wooldridge

Oct 2023
Journal

Black-box inference for differentiable simulators
in Journal of Open Source Software
Arnau Quera-Bofarull , Joel Dyer , Anisoara Calinescu , J. Doyne Farmer , Michael Wooldridge

May 2023
Journal

Bayesian calibration of differentiable agent-based models
in ICLR 2023 Workshop on AI for Agent-Based Modelling
Arnau Quera-Bofarull , Ayush Chopra , Anisoara Calinescu , Michael Wooldridge , Joel Dyer

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

Dec 2020
Journal

Public risk perception and emotion on Twitter during the Covid-19 pandemic
in Applied Network Science
Joel Dyer , Blas Kolic

Publications