Author

M.M. Ghassemi

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Aug 2026

Model Confidence Under Answer-Preserving Attacks: An Informativeness-Manipulability Frontier

Deployed vision-language systems often gate their answers on confidence, making confidence robustness relevant to oversight. We study confidence readouts under white-box, image-only attacks constrained to preserve the generated answer byte-identically. Under a reachability assumption, an unmovable readout cannot outper...

Mohammad M. Ghassemi, Ivan Brugere, Simerjot Kaur et al. · 0 citations

Review Aug 2026

Confidence Estimation for Financial Vision-Language Models in Chart and Document Understanding

This work evaluates seven confidence estimators, three inference-only and four trained internal probes, across five open-weight LVLMs and four conditions from three financial visual question-answering benchmarks, one bilingual; every probe is trained only on natural images and applied to finance without adaptation, so...

Mohammad M. Ghassemi, Simerjot Kaur, Charese H. Smiley et al. · 0 citations