Author

Aydin Javadov

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#machine learning Preprint Sep 2026

I Don't Miss You, but I Do: Self-Explanation Faithfulness of Modality Missingness in Vision-Language Models

Vision-language models (VLMs) are increasingly used in settings where some input modalities may be unavailable, yet we know little about whether they can faithfully explain how such missing information affects their own predictions. We introduce an interventional protocol for evaluating self-explanations of modality dy...

Aydin Javadov, Daniel Schoess, F. von Wangenheim · 0 citations

#machine learning Jun 2026

NeuReasoner: Theory-grounded Mapping of Reasoning Elicitation Boundaries

Through NeuReasoner as a modular, interpretable, theory-grounded elicitation instrument, this work empirically map where reasoning elicitation succeeds and fails, beyond the mathematical and coding benchmarks where prior claims have rested.

Aydin Javadov, Shyngys Aitkazinov, Tobias Hoesli et al. · arXiv.org · 2 citations