Author

Luca Longo

2 papers indexed here

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Open access Sep 2026

Contrastive Gradient-Flow Interpretation (CGFI): A Composable Operator for Class-Discriminative Explanation of Convolutional Neural Networks

Growing deployment of Convolutional Neural Networks in safety-critical domains has intensified the need for transparent, discriminative explanations, yet gradient-based methods such as Grad-CAM compute explanations for a single class score, producing saliency maps that activate regions shared with competing alternative...

Fatemeh Barati, M. Soltanian, K. Borna et al. · Machine Learning and Knowled... · 0 citations

#machine learning Preprint Sep 2026

Modelpedia: A Catalog of Model Findings for the Meta-Science of AI

Modelpedia is presented, an automated, LLM-assisted framework that extracts findings about models from published papers, links it to the model, dataset, method, and concept it concerns, and aggregates the result into a searchable public catalog.

Franciszek Bernat, Dawid Pludowski, Michal Jan Wlodarczyk et al. · 0 citations