paperAugust 2026UnreviewedOpen access

Privacy‐preserving multi‐agent systems for human‐centred inclusive healthcare AI

Mufti Mahmud, Noushath Shaffi, M. S. Kaiser, M. A. Rahman, M. M. Rahman, Vimbi Viswan, T. Sharmeen, S. Bhattacharya, N. J. Ahuja, A. Ulgen, I. Niazi, Kanad Ray, A. Hussain, David J. Brown, J. Moore

The AI Magazine

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Abstract

Healthcare environments present uniquely demanding constraints for the deployment of artificial intelligence (AI). Clinical decisions of significant consequence are rarely the product of a single isolated computation; rather, safe and effective patient care relies on the continuous collaboration of distributed entities, including clinicians, hospital networks, laboratory systems, monitoring devices, and patients themselves. As generative models and large language models are increasingly deploy

Cite

@article{mahmud2026privacypreserving,
  title = {{Privacy‐preserving multi‐agent systems for human‐centred inclusive healthcare AI}},
  author = {Mufti Mahmud and Noushath Shaffi and M. S. Kaiser and M. A. Rahman and M. M. Rahman and Vimbi Viswan and T. Sharmeen and S. Bhattacharya and N. J. Ahuja and A. Ulgen and I. Niazi and Kanad Ray and A. Hussain and David J. Brown and J. Moore},
  year = {2026},
  month = aug,
  journal = {The AI Magazine},
  doi = {10.1002/aaai.70087},
  url = {https://www.semanticscholar.org/paper/685c918353abcabc7296f863a60e124fe26101a6}
}