Topological Deep Learning: A Survey on Topological Neural Networks (arxiv.org)

Screenshot of arxiv.org: Topological Deep Learning: A Survey on Topological Neural Networks

First screen, captured 3 years ago.

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Screenshot of arxiv.org: Neural Network Architecture Beyond Width and Depth

Neural Network Architecture Beyond Width and Depth (arxiv.org)

50 points by StrauXX 3 years ago | 8 comments

Screenshot of arxiv.org: Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory

Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory (arxiv.org)

412 points by Anon84 2 years ago | 132 comments

arXiv listing for a book by Jentzen, Kuckuck, and von Wurstemberger giving a mathematically rigorous introduction to deep learning methods, implementations, and theory.

deep-learning neural-networks optimization mathematics

Screenshot of arxiv.org: Deep Learning Is Not So Mysterious or Different

Deep Learning Is Not So Mysterious or Different (arxiv.org)

445 points by wuubuu 1 year ago | 112 comments

arXiv paper by Andrew Gordon Wilson arguing deep learning generalization phenomena like benign overfitting and double descent are explainable by soft inductive biases.

deep-learning generalization double-descent pac-bayes