Corpus ID: 174797735

What do AI algorithms actually learn? - On false structures in deep learning

@article{Thesing2019WhatDA,
  title={What do AI algorithms actually learn? - On false structures in deep learning},
  author={L. Thesing and Vegard Antun and A. Hansen},
  journal={ArXiv},
  year={2019},
  volume={abs/1906.01478}
}

L. Thesing, Vegard Antun, A. Hansen

Published 2019

Mathematics, Computer Science

ArXiv

There are two big unsolved mathematical questions in artificial intelligence (AI): (1) Why is deep learning so successful in classification problems and (2) why are neural nets based on deep learning at the same time universally unstable, where the instabilities make the networks vulnerable to adversarial attacks. We present a solution to these questions that can be summed up in two words; false structures. Indeed, deep learning does not learn the original structures that humans use when… CONTINUE READING

View PDF on arXiv

Save to Library

Create Alert

Cite

Launch Research Feed