Authors

Dawid Rymarczyk

Publications 2

Preprint Open access

DisParQ: Self-Supervised Part Concepts for Interpretable Vision Foundation Models

Adam Pardyl, Siddhartha Gairola, Sukrut Rao et al. · 2026

Concept-based vision models represent images through an intermediate layer of human-inspectable concepts, so what a model relies on can be traced to those concepts. However, those models are often limited to fixed categories or depend on language to define their concepts. We introduce DisParQ (Discrete Parts with Quant …

Preprint Open access

WOMBAT: Whitebox Oracle for Molecular Benchmarking and Attribution Testing

Dominik Matuszek, Bartosz Zieliński, Tomasz Danel et al. · 2026

When a graph neural network (GNN) explainer produces an unexpected attribution on a molecule, the attribution alone cannot reveal whether the explainer has failed or the model has learned a shortcut. We introduce WOMBAT, a benchmark of 14 whitebox GNNs, each with message-passing weights set by hand to detect a specific …

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