Methods › General › Adaptive Activation Functions › NFN
Neo-fuzzy-neuron
NFN
Introduced by E. Uchino et al. in Neo-fuzzy-neuron based new approach to system modeling, with application to actual system
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Neo-fuzzy-neuron is a type of artificial neural network that combines the characteristics of both fuzzy logic and neural networks. It uses a fuzzy inference system to model non-linear relationships between inputs and outputs, and a feedforward neural network to learn the parameters of the fuzzy system. The combination of these two approaches provides a flexible and powerful tool for solving a wide range of problems in areas such as pattern recognition, control, and prediction.
Papers archive 2025-07-28
5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Equivariant Neural Functional Networks for Transformers 5 Oct 2024 · 0 repositories · arXiv:2410.04209Syntology ran 4 of 6 samples · 2 unverified
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Equivariant Polynomial Functional Networks 5 Oct 2024 · 0 repositories · arXiv:2410.04213
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Monomial Matrix Group Equivariant Neural Functional Networks 18 Sep 2024 · 1 repository · arXiv:2409.11697Syntology ran 26 of 36 samples · 10 unverified
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Deep neural network based on F-neurons and its learning 3 Nov 2022 · 1 repository
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Neo-fuzzy-neuron based new approach to system modeling, with application to actual system 1 Nov 1994 · 0 repositories
Tasks archive 2025-07-28
4 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Activation Function Synthesis | 1 |
| Image Classification | 1 |
| Neural Architecture Search | 1 |
| image-classification | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections