11 citations · 47 across the 48 of their papers we have counts for
3 papers · 2 filters
ResLRP: The Role of Residual Cancellation in Attribution Instability in Vision Transformers
Jim Berend, Reduan Achtibat, Daniel Schäffer +4
Vision Transformers (ViTs) are central to most modern vision models, yet obtaining input attributions that are fine-grained, faithful, and stable remains challenging. Layer-wise Re…
Concept-based explanation of gene expression prediction from H&E images
Amos Muench, Jonathan Thielmann, Reduan Achtibat +9
Recent advances in pathology foundation models have enabled accurate prediction of spatial transcriptomics (ST) from routine H&E images. However, existing explainability methods fo…
Contrastive Semantic Projection: Faithful Neuron Labeling with Contrastive Examples
Oussama Bouanani, Jim Berend, Wojciech Samek +2
Neuron labeling assigns textual descriptions to internal units of deep networks. Existing approaches typically rely on highly activating examples, often yielding broad or misleadin…