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Author

Aydin Javadov

2 papers indexed here

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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

Together, these results show that VLMs systematically mischaracterize how their predictions depend on available and missing evidence, motivating executable interventions as a behavioral test of multimodal self-explanations.

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

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. · 2 citations

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