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Review Open access Oct 2026

From Saliency Maps to Circuits: An Integrative Survey of Explainable AI and Mechanistic Interpretability

Artificial intelligence (AI) models, particularly those based on deep learning, have achieved strong performance across a wide range of real-world applications. However, as models increase in scale and complexity, their behavior and internal decision-making processes become increasingly difficult to understand. Explain...

A. Dugăeșescu, A. Florea · 0 citations
Preprint Sep 2026

Regularized coordinate minimization for nonconvex composite optimization with application to quantized image compression

This paper presents a regularized cyclic coordinate minimization method for solving nonconvex composite optimization problems having the objective function formed as the sum of two terms, one is twice continuously differentiable and the second term is simple and separable. We analyze the convergence behaviour of our co...

D. Lupu, George T. Samoila, A. Florea et al. · 0 citations

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