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Using interventions to understand the latent space of deep autoencoders

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Latent Responses

This code accompanies our paper "Exploring the Latent Space of Autoencoders with Interventional Assays".

Installation and Setup

Assuming you have python (>=3.6) (and pip) installed. You can install the remaining dependencies with pip install -r requirements.txt.

Then, you can view the examples by starting the a jupyter notebook with jupyter notebook, and navigating to the notebooks 3dshapes-example.ipynb and toy-example.ipynb in notebooks/.

All the project specific code is in the src directory.

Usage/Documentation

[coming soon (but for now see the doc strings in the code)]

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Using interventions to understand the latent space of deep autoencoders

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