Skip to content

lollcat/annealed_flow_transport

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

78 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Continual Repeated Annealed Flow Transport Monte Carlo (CRAFT)

This is a fork of the CRAFT repo that is used to evaluate the CRAFT model on the GMM and Many Well problems for our paper Flow Annealed Importance Sampling Bootstrap. We show that our method (FAB) significantly outperforms CRAFT on the GMM problem - CRAFT fails to capture all the modes in the target distribution on this problem. On the Many Well problem both FAB and CRAFT perform well, where both methods capture the modes in the target distribution well.

Install notes: make sure to use chex==0.1.5

Colab notebook for running experiment for GMM problem: Open In Colab

Notebook for running experiment for Many Well Problem

These experiments may also be run using the appropriate configs inside main.py.

GMM plot (CRAFT fails):

Gaussian Mixture Model samples vs contours

Many Well plot (CRAFT performs well):

CRAFT on the Many Well problem

About

No description, website, or topics provided.

Resources

License

Stars

Watchers

Forks

Packages

No packages published

Languages

  • Python 94.0%
  • Jupyter Notebook 6.0%