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Convolutional Neural Networks

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04:00

2026-06-30

arxiv.org

artificial-intelligence

Few-class Fidelity: Evaluating Explanations of Real-conditions CNN classifiers with Optimized Perturbations

Researchers propose a variation of Fidelity-based XAI metrics for evaluating explanations of CNN classifiers in real-world applications with few classes. The method generates in-distribution, uncertai…

04:00

2026-06-16

arxiv.org

computer-vision

Interpolation between Convolution and Attention via K-Nearest Neighbors

Researchers from an undisclosed institution introduced Convolutional Nearest Neighbors (ConvNN), a unified framework that shows convolution and self-attention are special cases of k-nearest neighbor a…

18:42

2026-05-27

dev.to

machine-learning

When Preprocessing Helps-and When It Hurts: Why Your Image Classification Model's Accuracy Varies So Much

A developer conducted controlled experiments on CIFAR-10 using a Convolutional Neural Network and found that data preprocessing alone caused model accuracy to range from 65% to over 87%, with one case…

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ConvNN 1 Transformers 1 KVT-attention 1 CIFAR-10 1 eXplainable Artificial Intelligence 1 arXiv 1