Author

Bernhard Kainz

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#machine learning Preprint Sep 2026

MMAP: Multimodal Missing-Aware Pretraining for Longitudinal Alzheimer's Prediction

Clinical decision making heavily relies on predicting the disease progression trajectory by seeking to understand patient's health status which is characterised by multimodal medical data. AI holds great potential for learning useful representations from multimodal medical data to predict disease progression and aid cl...

Fiona Kekwick, Matthew Baugh, Bernhard Kainz et al. · 0 citations

Preprint Aug 2026

Frozen DINO Localizes Image Edits Without a Localizer

Localized image edits can change a photograph's meaning while leaving most of it authentic, so forensic analysis must identify where an edit occurred. We show that patch-level perturbation responses from frozen DINO encoders are themselves localization maps. Training-free Localization of AI-image Edits from patch-token...

Zane Kumar, Vishal Jain, Bernhard Kainz · 0 citations