ManifoldEntropicMetrics

Code repository for the paper "Analyzing Generative Models by Manifold Entropic Metrics" https://arxiv.org/abs/2410.19426

Installation

Create new conda environment with the following commands:

conda create python=3.12 -c pytorch -n manentmet
conda activate manentmet
pip install -r requirements.txt

minimal_example.ipynb includes the Proof of concept experiments on 1. "Two Moons" and 2. "10-D Torus"

beta_vae_tests.ipynb includes the experiments on beta-VAEs

PF_objective adapted from paper "Principal Manifold Flows" https://arxiv.org/abs/2202.07037

Name		Name	Last commit message	Last commit date
Latest commit History 6 Commits
beta_vae		beta_vae
README.md		README.md
beta_vae_tests.ipynb		beta_vae_tests.ipynb
minimal_example.ipynb		minimal_example.ipynb
plot.py		plot.py
requirements.txt		requirements.txt