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Implicit Deep Learning

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Publication:5162622
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DOI10.1137/20M1358517OpenAlexW3201167453MaRDI QIDQ5162622

No author found.

Publication date: 3 November 2021

Published in: SIAM Journal on Mathematics of Data Science (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1908.06315


zbMATH Keywords

robustnessPerron-Frobenius theorydeep learningfixed-point equationsadversarial attacksdeep equilibrium models


Mathematics Subject Classification ID

Numerical optimization and variational techniques (65K10) Implicit function theorems, Jacobians, transformations with several variables (26B10) Neural nets and related approaches to inference from stochastic processes (62M45)


Related Items

Learning deep implicit Fourier neural operators (IFNOs) with applications to heterogeneous material modeling ⋮ Nonlocal kernel network (NKN): a stable and resolution-independent deep neural network ⋮ Convex and concave envelopes of artificial neural network activation functions for deterministic global optimization


Uses Software

  • torchdiffeq
  • OptNet


Cites Work

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