A general representation of dynamical systems for reservoir computing

1 code implementation • 3 Jul 2019 • Sidney Pontes-Filho, Anis Yazidi, Jianhua Zhang, Hugo Hammer, Gustavo B. M. Mello, Ioanna Sandvig, Gunnar Tufte, Stefano Nichele

The advantages of such implementation are its usage on specialized and optimized deep learning libraries, the capabilities to generalize it to other types of networks and the possibility to evolve cellular automata and other dynamical systems in terms of connectivity, update and learning rules.

DeepTEGINN: Deep Learning Based Tools to Extract Graphs from Images of Neural Networks

no code implementations • 1 Jul 2019 • Gustavo Borges Moreno e Mello, Vibeke Devold Valderhaug, Sidney Pontes-Filho, Evi Zouganeli, Ioanna Sandvig, Stefano Nichele

The goals are to simplify the training and usage of deep learning methods for computer vision and facilitate its integration into graph extraction pipelines.

Anatomy