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SCANDALous density estimation

Likelihood-free inference experiments. Work in progress.

Introduction

Ideas

Masked autoregressive flows

Mining gold from the simulator

See "Mining gold from implicit models to improve likelihood-free inference" by Johann Brehmer, Gilles Louppe, Juan Pavez, and Kyle Cranmer.

SCANDAL

Usage

Simulation

./simulate.py -h

Training

./train.py -h

Evaluation

./test.py -h

Internals

Repository structure

In goldmine:

  • data
  • evaluation
  • figures
  • inference
  • ml
  • scripts
  • simulators
  • various

Adding simulators

Adding inference techniques

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Mining gold from various simulators for better likelihood-free inference

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