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Joel Dyer
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Year
Public risk perception and emotion on Twitter during the Covid-19 pandemic
J Dyer, B Kolic
Applied Network Science 5 (1), 1-32, 2020
1072020
Black-box Bayesian inference for agent-based models
J Dyer, P Cannon, JD Farmer, SM Schmon
Journal of Economic Dynamics and Control, 104827, 2024
342024
Approximate Bayesian Computation with Path Signatures
J Dyer, P Cannon, SM Schmon
Uncertainty in Artificial Intelligence (Spotlight, Best Paper Award), 2024
182024
Calibrating agent-based models to microdata with graph neural networks
J Dyer, P Cannon, JD Farmer, SM Schmon
ICML Workshop AI for Agent-Based Modelling (Spotlight, Best Paper Award), 2022
16*2022
Bayesian calibration of differentiable agent-based models
A Quera-Bofarull, A Chopra, A Calinescu, M Wooldridge, J Dyer
ICLR Workshop AI for Agent-Based Modelling, 2023
132023
Some challenges of calibrating differentiable agent-based models
A Quera-Bofarull, J Dyer, A Calinescu, M Wooldridge
ICML Differentiable Almost Everything Workshop, 2023
102023
Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation
J Dyer, PW Cannon, SM Schmon
AISTATS, 2022
82022
Deep signature statistics for likelihood-free time-series models
J Dyer, PW Cannon, SM Schmon
ICML Workshop on Invertible Neural Networks, Normalizing Flows, and Explicit …, 2021
82021
Approximate Bayesian Computation for Panel Data with Signature Maximum Mean Discrepancies
J Dyer, J Fitzgerald, B Rieck, SM Schmon
NeurIPS Workshop on Temporal Graph Learning, 2022
62022
Gradient-assisted calibration for financial agent-based models
J Dyer, A Quera-Bofarull, A Chopra, JD Farmer, A Calinescu, ...
Proceedings of the Fourth ACM International Conference on AI in Finance, 288-296, 2023
42023
Likelihood-free Bayesian inference for dynamic, stochastic simulators in the social sciences
J Dyer
University of Oxford, 2022
32022
Interventionally Consistent Surrogates for Agent-based Simulators
J Dyer, N Bishop, Y Felekis, FM Zennaro, A Calinescu, T Damoulas, ...
Forthcoming at NeurIPS 2024, 2023
22023
BlackBIRDS: Black-Box Inference foR Differentiable Simulators
A Quera-Bofarull, J Dyer, A Calinescu, JD Farmer, M Wooldridge
Journal of Open Source Software 8 (89), 2023
22023
Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model
S Wiese, J Kaszowska-Mojsa, J Dyer, J Moran, M Pangallo, F Lafond, ...
arXiv preprint arXiv:2409.18760, 2024
2024
Population synthesis as scenario generation for simulation-based planning under uncertainty
J Dyer, A Quera-Bofarull, N Bishop, JD Farmer, A Calinescu, ...
AAMAS (Oral), 2024
2024
Causally Abstracted Multi-armed Bandits
FM Zennaro, N Bishop, J Dyer, Y Felekis, A Calinescu, M Wooldridge, ...
Uncertainty in Artificial Intelligence (Oral), 2024
2024
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