Don’t simulate twice: one-shot sensitivity analyses via automatic differentiation

Agent-based models (ABMs) are a promising tool to simulate complex environments. Their rapid adoption requires scalable specification, efficient data-driven calibration, and validation through sensitivity analyses. Recent progress in tensorized and differentiable ABM design (GradABM) has enabled fas...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Quera-Bofarull, A, Chopra, A, Aylett-Bullock, J, Cuesta-Lazaro, C, Calinescu, A, Raskar, R, Wooldridge, M
Format: Conference item
Sprache:English
Veröffentlicht: Association for Computing Machinery 2023