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Md. Atabuzzaman

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#computer vision Preprint Sep 2026

IntroConformal: Conformal Factuality Guarantees for Large Vision-Language Models via Introspective Signals

This work introduces IntroConformal, a training-free Conformal Risk Control (CRC) framework that provides finite-sample, distribution-free factuality guarantees and proposes verification probability, a stronger score capturing the model's self-administered judgment on claim factuality.

Md. Atabuzzaman, Christian Alexander, Chris Thomas · 0 citations
#computer vision Preprint Sep 2026

Reliability Challenges in Diffusion Vision-Language Models

dLVLMs reverse the yes-bias of AR models in binary visual queries and collapse to near-zero accuracy on underrepresented racial groups with opposite-polarity gender bias, suggesting reliability is shaped by the generative paradigm together with training data.

Md. Atabuzzaman, Chris Thomas · 0 citations

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