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Verification of Neural Networks (Lecture Notes)

Logic in Computer Science 2026-04-29 v1 Artificial Intelligence Formal Languages and Automata Theory

Abstract

These lecture notes provide an introduction to the verification of neural networks from a theoretical perspective. We discuss feed-forward neural networks, recurrent neural networks, attention mechanisms, and transformers, together with specification languages and algorithmic verification techniques.

Keywords

Cite

@article{arxiv.2604.25733,
  title  = {Verification of Neural Networks (Lecture Notes)},
  author = {Benedikt Bollig},
  journal= {arXiv preprint arXiv:2604.25733},
  year   = {2026}
}

Comments

72 pages

R2 v1 2026-07-01T12:39:25.241Z