Laure Ciernik

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Computer Vision (1)Interpretability & Mechanistic Interp (1)Scientific Discovery & Drug Design (1)

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Mina Jamshidi Idaji (1)Julius Hense (1)Tom Neuhäuser (1)Augustin Krause (1)

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Mar 9, 2026

Berlin Institute for the Foundations of Learning and DataMar 9, 2026·also Bavarian Cancer Research Center (BZKF), Berlin Institute of Health, BIFOLD -Berlin Institute for the Foundations, Charité +12

Beyond Attention Heatmaps: How to Get Better Explanations for Multiple Instance Learning Models in Histopathology

Attention heatmaps in MIL models for histopathology are often misleading, and simpler methods like perturbation or LRP provide more faithful explanations.

Mina Jamshidi Idaji, Julius Hense, Tom Neuhäuser +12

Computer Vision Interpretability & Mechanistic Interp Scientific Discovery & Drug Design

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Laure Ciernik

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