talks

Materials for talks I've given.

2nd Workshop on Robust Agent-Based Modeling at scale

Slides

Relevant papers:

Blackbirds

Gradient-Assisted Calibration for Financial Agent-Based Models

Monte Carlo Gradient Estimation in Machine Learning

StochasticAD.jl

Gumbel-Softmax

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

JUNE

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