Author

Alexander Kalashnikov

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Review Jul 2026

Explaining AI-Image Detection: What the Heatmap Actually Shows

This work builds a detector and attaches an attribution map as its evidence, then measures what that pair delivers on 186,527 images under controls designed to change the authors' conclusions when something is wrong, finding none.

Leonid Kuturin, Ilya Sotnikov, Mark Khusnutdinov et al. · arXiv.org · 0 citations