talks
Materials for talks I've given.
2nd Workshop on Robust Agent-Based Modeling at scale
Relevant papers:
Gradient-Assisted Calibration for Financial Agent-Based Models
Monte Carlo Gradient Estimation in Machine Learning
Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation
Some challenges of calibrating differentiable agent-based models
Bayesian Calibration of differentiable agent-based models
Differentiable agent-based epidemiology
Population Synthesis as Scenario Generation for Simulation-based Planning under Uncertainty
Machine Learning & Global Health Network
Relevant papers:
Monte Carlo Gradient Estimation in Machine Learning
Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation
Bayesian Calibration of differentiable agent-based models
Differentiable agent-based epidemiology
[BioInference 2023] Bayesian calibration of differentiable agent-based models
Relevant papers:
Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation
Bayesian Calibration of differentiable agent-based models
Differentiable agent-based epidemiology
[AAMAS 2023] Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation
Differentiable agent-based epidemiology