April 20, 2022, 5:05 a.m. | /u/blingblingbeepbeep

Machine Learning www.reddit.com

Paper: [https://arxiv.org/abs/2204.07953v1](https://arxiv.org/abs/2204.07953v1)

Code: [https://github.com/decurtoydiaz/learning\_with\_signatures](https://github.com/decurtoydiaz/learning_with_signatures)

Tangential resources of interest: [https://arxiv.org/abs/1905.08494](https://arxiv.org/abs/1905.08494), [https://en.wikipedia.org/wiki/Rough\_path#Signature](https://en.wikipedia.org/wiki/Rough_path#Signature), and [https://labelerrors.com/](https://labelerrors.com/)


Personally, I believe from their code on Github, they have a possible data leakage (in the same vein of the current issue raised there) as well as an accuracy of 100% on a test set is fishier than a fish market. However, I am very curious to hear from the court of public opinion. How is everyone feeling about this?

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