ACCEPTED PAPER · EXPLAINS 2026
Localisation and faithfulness are distinct evaluation targets.
Our brain-tumour MRI case study examines what explanation regularisation improves—and what it does not establish.
Read the findings and view the figure →ANR JCJC · MEDICAL IMAGING AI
Quantifying
uncertainty.
Explaining AI.
EQUR-XSM investigates how to make medical-image predictions and their visual explanations more reliable through evidential learning and uncertainty modelling.
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UPCOMING PRESENTATION
Amrin Akter at EXPLAINS 2026
28–30 October 2026 · Angers, France.
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