Author

Md. Shawon Miah

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Preprint Oct 2026

Teaching Vision-Language Models to Decline: Support Completion Against Mirage

Vision-language models answer questions about images they were never shown, a failure called mirage. Such an answer can be correct without being justified by the evidence, and the difference matters wherever a model's output is checked by someone who did not see its input. We locate the failure in the training objectiv...

Alfaj Uddin Ahmed, Md. Shawon Miah, Md Arid Hasan et al. · 0 citations

#artificial intelligence May 2026

Detect Before You Leap: Mirage Detection in Vision-Language Models

This work studies pre-release mirage detection: deciding whether a VLM answer should be released or withheld, and forms an ensemble whose supervised training improves performance but is an optional add-on.

Sayeed Shafayet Chowdhury, Md. Shawon Miah, S. M. Taiabul Haque et al. · arXiv.org · 0 citations