Author

L. Goetschalckx

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Preprint Oct 2026

Recurrent network dynamics explain the time course of perceptual grouping in natural scenes

How the brain groups image elements into coherent objects in natural scenes remains unclear. Existing models for grouping in biological vision rely on simplified stimuli with explicit boundaries and cannot explain human behavior in naturalistic settings. We propose a mechanistic framework in which recurrent interaction...

Sami Mollard, A. Ashok, L. Goetschalckx et al. · 0 citations

#small language model Preprint Aug 2026

Future Querying: Can LLMs Serve as Implicit Medical World Models?

This work introduces future querying, a paradigm that probes whether large language models can function as implicit medical world models by evaluating their ability to answer time-indexed clinical queries about a patient's future, and shows that small, locally fine-tuned open-weight models can match or approach larger...

Siri Willems, James Butterworth, L. Goetschalckx et al. · 0 citations