Author

Michal Jan Wlodarczyk

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Preprint Aug 2026

Semantic Radiance Fields as Simulators for Spatial Reasoning in Real-World Scenes

Semantic Radiance Fields (SRF) are proposed as simulators for spatial reasoning agents by lifting 2D semantic segmentations from pretrained vision models into a 3D radiance field that jointly encodes geometry, appearance, and per-class semantic identity.

Nico Heider, Michal Jan Wlodarczyk, Katarzyna Wasielewska-Michniewska et al. · 0 citations

#machine learning Preprint Sep 2026

Modelpedia: A Catalog of Model Findings for the Meta-Science of AI

Modelpedia is presented, an automated, LLM-assisted framework that extracts findings about models from published papers, links it to the model, dataset, method, and concept it concerns, and aggregates the result into a searchable public catalog.

Franciszek Bernat, Dawid Pludowski, Michal Jan Wlodarczyk et al. · 0 citations