Interpretable DNFs
MC Cooper, I Bousdira, C Carbonnel - arXiv preprint arXiv:2505.21212, 2025 - arxiv.org
… -interpretable classifier is expressible as a k-DNF consisting of … with DNF representations
of k-AXp-interpretable classifiers … -interpretable classifier is expressible as a k-DNF formula …
of k-AXp-interpretable classifiers … -interpretable classifier is expressible as a k-DNF formula …
Formally Correct Search for Interpretable DNFs
… that nested DNFs are an interpretable alternative to … of interpretable models called nested
DNFs. In order to ensure formal correctness of our experimental investigation of nested DNFs, …
DNFs. In order to ensure formal correctness of our experimental investigation of nested DNFs, …
Formally Correct Search for Interpretable DNFs
M Cooper, A Hurault¹ - … Conference, FASE 2026, Held as Part of …, 2026 - books.google.com
… that nested DNFs are an interpretable alternative to … of interpretable models called nested
DNFs. In order to ensure formal correctness of our experimental investigation of nested DNFs, …
DNFs. In order to ensure formal correctness of our experimental investigation of nested DNFs, …
[PDF][PDF] Evaluating the Interpretability of Threshold Operators
R Confalonieri - researchgate.net
… In the following, we present a user study that compares the interpretability of tooth expressions
and DNF formulas. In the study, respondents were asked to carry out two tasks using …
and DNF formulas. In the study, respondents were asked to carry out two tasks using …
[HTML][HTML] Deep neural fuzzy system oriented toward high-dimensional data and interpretable artificial intelligence
… the results of the current study, it is expected that the DNFS will be used to solve general
high-dimensional regression problems efficiently with high accuracy and better interpretability. …
high-dimensional regression problems efficiently with high accuracy and better interpretability. …
[PDF][PDF] Evaluating the Interpretability of Tooth Expressions
… When looking at results of different DNFs vs Tooth operator we observed that simpler DNF
formats, namely DNF1 and DNF2, yielded more accurate responses. Tooth operators perform …
formats, namely DNF1 and DNF2, yielded more accurate responses. Tooth operators perform …
[PDF][PDF] Neuro-fuzzy architectures for interpretable AI: A comprehensive survey and research outlook
S Singh - Journal of Machine Learning Research, 2025 - preprints.org
… ] uses fuzzy filters to create an interpretable latent space, achieving 94.8% accuracy on
MNIST while providing explanations for digit classification. Hierarchical DNFS [8] stacks multiple …
MNIST while providing explanations for digit classification. Hierarchical DNFS [8] stacks multiple …
Evaluating the interpretability of threshold operators
… In the following, we present a user study that compares the interpretability of tooth expressions
and DNF formulas. In the study, respondents were asked to carry out two tasks using …
and DNF formulas. In the study, respondents were asked to carry out two tasks using …
DNFS-VNE: Deep neuro fuzzy system driven virtual network embedding
… Motivated by this, we propose a DNFS-based VNE algorithm that aims to provide an …
performance of interpretable DL represented by DNFS, this work proposes a DNFS-based VNE …
performance of interpretable DL represented by DNFS, this work proposes a DNFS-based VNE …
Neural dnf-mt: A neuro-symbolic approach for learning interpretable and editable policies
… DNFMT, for learning interpretable and editable policies.Our model is built upon the semi-symbolic
layer and neural DNF … In summary, our neural DNF-MT model learns interpretable and …
layer and neural DNF … In summary, our neural DNF-MT model learns interpretable and …