Author

M. Wysoczańska

2 papers indexed here

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Preprint Sep 2026

Spot-the-shift: Evaluating Grounded Image Difference Captioning of Long-term Changes

Long-term change understanding from images of the same place revisited over time is a challenging task with applications in map maintenance and urban infrastructure monitoring. Prior work addresses it either through pixel-level prediction or difference captioning, neither of which is sufficient to reliably measure how...

Benedetta Liberatori, Nermin Samet, Paolo Rota et al. · 0 citations

#artificial intelligence Preprint Oct 2026

Where-OPD: Spatially Guided On-Policy Self-Distillation of MLLMs with Synthetic Scenes

On-policy self-distillation has recently emerged as an effective approach for improving language-model reasoning by supervising students with a frozen or EMA version of themselves that receives privileged information. Its application to multimodal large language models (MLLMs), however, remains largely unexplored. Rece...

Sophia Sirko-Galouchenko, M. Wysoczańska, Andrei Bursuc et al. · 0 citations