@phdthesis{sadanandan2026paraphrase,
  author  = {Binesh Sadanandan},
  title   = {Paraphrase Sensitivity in Medical Vision-Language Models: {M}easurement, {M}echanisms, {M}itigation, and {D}eployment {S}afety},
  school  = {University of New Haven},
  year    = {2026},
  address = {West Haven, Connecticut},
  type    = {Doctoral dissertation},
  note    = {Pre-defense draft, 2026-07-15},
  url     = {https://bineshkumar.me/phd-thesis/}
}

@inproceedings{sadanandan2026psfmed,
  title     = {{PSF-Med}: A Clinician-Audited Benchmark for Paraphrase Sensitivity in Medical Vision-Language Models},
  author    = {Sadanandan, Binesh and Behzadan, Vahid and Jayan, Lekshmy and Kurup, Arun Gopinatha},
  booktitle = {MMFM-BIOMED Workshop, CVPR},
  year      = {2026},
  note      = {Non-archival},
  eprint    = {2602.21428},
  archivePrefix = {arXiv}
}

@inproceedings{sadanandan2026mechanistic,
  title     = {Mechanistically Guided {LoRA} Improves Paraphrase Consistency in Medical Vision-Language Models},
  author    = {Sadanandan, Binesh and Behzadan, Vahid},
  booktitle = {Conference on Health, Inference, and Learning (CHIL)},
  year      = {2026},
  eprint    = {2603.00148},
  archivePrefix = {arXiv}
}

@inproceedings{sadanandan2026consistent,
  title     = {Consistent but Dangerous: Per-Sample Safety Classification Reveals False Reliability in Medical Vision-Language Models},
  author    = {Sadanandan, Binesh and Behzadan, Vahid},
  booktitle = {MedReasoner Workshop, CVPR},
  year      = {2026},
  eprint    = {2603.20985},
  archivePrefix = {arXiv}
}

@unpublished{sadanandan2026entropy,
  title  = {Predictive Entropy as a Joint Screen for Error and Paraphrase Instability in Medical Vision-Language Models},
  author = {Sadanandan, Binesh and Behzadan, Vahid},
  year   = {2026},
  note   = {Manuscript under review}
}

@unpublished{sadanandan2026attention,
  title  = {Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs},
  author = {Sadanandan, Binesh and Behzadan, Vahid},
  year   = {2026},
  note   = {Manuscript under review}
}

@unpublished{sadanandan2026deployment,
  title  = {Consistency Is Not Safety: Deployment Audits Reveal Text-Driven Selection in Medical Vision-Language Models},
  author = {Sadanandan, Binesh and Behzadan, Vahid},
  year   = {2026},
  note   = {Manuscript under review}
}

@unpublished{sadanandan2026scoping,
  title  = {Trustworthiness Evaluation of Medical Vision-Language Models: A Scoping Review of Robustness, Grounding, Hallucination, and Uncertainty},
  author = {Sadanandan, Binesh and Karimi, Amirhossein and Upadhayay, Bibek and Behzadan, Vahid},
  year   = {2026},
  note   = {Manuscript under review}
}

@inproceedings{sadanandan2026cot,
  title     = {When Chain-of-Thought Backfires: Evaluating Prompt Sensitivity in Medical Language Models},
  author    = {Sadanandan, Binesh and Behzadan, Vahid},
  booktitle = {2AI Conference},
  year      = {2026},
  eprint    = {2603.25960},
  archivePrefix = {arXiv}
}

@misc{sadanandan2025vsfmed,
  title         = {{VSF-Med}: A Vulnerability Scoring Framework for Medical Vision-Language Models},
  author        = {Sadanandan, Binesh and Behzadan, Vahid},
  year          = {2025},
  eprint        = {2507.00052},
  archivePrefix = {arXiv},
  howpublished  = {IEEE ISBI 2026 pilot abstract}
}