conservative_autoencoder

Python (Theano) implementation of conservative auto-encoder code provided by Daniel Jiwoong Im and Mohamed Ishmael Diwan Belghazi. The codes include experiments on hodge decomposition, in particular convservative components (for now), and vector field deformations in 2D. For more information, see

@article{Im2015cae,
    title={Conservativeness of untied auto-encoders},
    author={Im, Daniel Jiwoong and Belghanzi, Mohamed Ishmael Diwan and Memisevic, Roland},
    journal={AAAI-16 AAAI Conference on Artificial Intelligence},
    year={2015}
}

If you use this in your research, we kindly ask that you cite the above workshop paper

Dependencies

Packages

• numpy
• Theano

How to run

Entry code for one-bit flip and factored minimum probability flow for mnist data are

    - /hodge_experiment/mnist_synthetic.py
    - /vector_field_deformation/mnist_train.py