Skip to content
EUNN implementation in theano
Branch: master
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
configFiles
exp
.DS_Store
LICENSE
README.md
custom_layers.py v1 Mar 14, 2017
custom_optimizers.py
fftconv.py
fftconv.pyc
memory_problem.py v1 Mar 14, 2017
mnist.py
models.py
models.pyc
optimizations.py
optimizations.pyc
plot_results.ipynb
run_memory_problem.sh
run_memory_problem_eurnn.sh
run_mnist.sh v1 Mar 14, 2017
widget.py v1 Mar 14, 2017
widget.pyc v1 Mar 14, 2017

README.md

urnn

Code for paper "Tuneable Efficient Unitary Neural Networks (EUNN) and their application to RNns." Based on the urnn repository from https://github.com/stwisdom/urnn.

Code coming soon for other experiments.

If you find this code useful, please cite the following references:

[1] M. Arjovsky, A. Shah, and Y. Bengio, “Unitary Evolution Recurrent Neural Networks,” Proc. International Conference on Machine Learning (ICML), 2016, pp. 1120–1128.

[2] S. Wisdom, T. Powers, J.R. Hershey, J. Le Roux, and L. Atlas, "Full-Capacity Unitary Recurrent Neural Networks," Advances in Neural Information Processing Systems (NIPS), 2016.

[3] L. Jing, Y. Shen, T. Dubcek, J. Peurifoy, S. Skirlo, Y. LeCun, M. Tegmark, M. Soljacic, "Tunable Efficient Unitary Neural Networks (EUNN) and their application to RNNs", Arxiv 2017

You can’t perform that action at this time.