talks

Materials for talks I've given.

Machine Learning & Global Health Network

Slides

Relevant papers:

Monte Carlo Gradient Estimation in Machine Learning

StochasticAD.jl

Gumbel-Softmax

Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation

Bayesian Calibration of differentiable agent-based models

Differentiable agent-based epidemiology

JUNE

[BioInference 2023] Bayesian calibration of differentiable agent-based models

Slides

Relevant papers:

Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation

Bayesian Calibration of differentiable agent-based models

Differentiable agent-based epidemiology

JUNE

[AAMAS 2023] Don’t Simulate Twice: One-Shot Sensitivity Analyses via Automatic Differentiation

Paper

Differentiable agent-based epidemiology

Slides

Poster

[ICLR 2023] Bayesian calibration of differentiable agent-based models

Paper

Slides