graphesn 0.2.1

Python implementation of Deep Graph Echo State Networks

Graph ESN library

Pytorch implementation of echo state networks for static graphs, temporal graphs, and dynamic graphs.

References

• C. Gallicchio, A. Micheli (2010). Graph Echo State Networks. The 2010 International Joint Conference on Neural Networks (IJCNN 2010), pp. 3967–3974.
• C. Gallicchio, A. Micheli (2020). Fast and Deep Graph Neural Networks. The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20).
• C. Gallicchio, A. Micheli (2020). Ring Reservoir Neural Networks for Graphs. The 2020 International Joint Conference on Neural Networks (IJCNN 2020).
• D. Tortorella, A. Micheli (2021). Dynamic Graph Echo State Networks. Proceedings of the 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2021), pp. 99–104.