bayesflow

Simulation based inference for epidemiology

Portable Agent Skill for evidence-accumulation modeling and SBI with EMC2, BayesFlow, and Superstats.

Simulation-based inference of Leaky Integrate-and-Fire neuron parameters using BayesFlow and neural posterior estimation.

Non-linear collapsing decision boundaries (exponential, sigmoid) for the diffusion decision model, fit with simulation-based inference in BayesFlow.

Interactive demo of amortized cosmological inference: given one noisy matter power spectrum P(k), a trained neural posterior returns the full joint posterior over (H0, Om, ns, lnAs) in milliseconds; visualized as a live 3D cloud.