Author

Stefanie Speidel

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Preprint Oct 2026

HeiCo-FOCUS: A Clinically Grounded Dataset for Long-Context Video Understanding

Recent advances in Vision-Language Models (VLMs) have led to rapid progress in video understanding across a wide range of benchmark tasks. However, existing evaluations largely focus on short-term reasoning, failing to assess a critical capability: maintaining cumulative temporal consistency over extended time horizons...

Leon D. Mayer, Lucas Luttner, P. Godau et al. · 0 citations

#machine learning Preprint Aug 2026

Looking Beyond the Scale: Do Surgical Skill Models Learn Transferable Representations Across Assessment Rubrics?

Results indicate the visual component is dominant but not solely responsible for skill prediction; further work is needed to conclusively disentangle transferable skill features from those bound to a specific visual domain.

Hanna Hoffmann, F. Bechtolsheim, Stefanie Speidel et al. · 0 citations