If you are interested in Knowledge Graphs, I invented all of this a year ago. It is a Encoder/Decoder that works with Knowledge Graphs. I am glad the world finally realizes this is useful a year later. I tried to tell you. I have not licensed any of the math. I own all of it. I do not have any plans to ever enforce the licensing but I like holding onto it.

https://huggingface.co/blog/TuringsSolutions/pfafresearch

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Probabilistic Fractal Activation Function (P-FAF) and Its Advantages Over Traditional Word Vectorization

A Blog post by Richard A Aragon on Hugging Face