Publications

Peer-reviewed work behind CalMoE and related multimodal survival models.

Paper 1calibration audit
Good Rankings, Wrong Probabilities: A Calibration Audit of Multimodal Cancer Survival Models
Sajad Ghawami · Preprint · 2026

Citation

@article{ghawami2026calibration,
  title   = {Good Rankings, Wrong Probabilities: A Calibration Audit
             of Multimodal Cancer Survival Models},
  author  = {Ghawami, Sajad},
  journal = {arXiv preprint arXiv:2604.04239},
  year    = {2026},
  url     = {https://arxiv.org/abs/2604.04239}
}

Related work

SurvPath: multimodal survival via pathway-based transformersCVPR 2024
MMP: multimodal prototyping for survivalICML 2024
MCAT: multimodal co-attention transformerICCV 2021