Matthew Vaishnav

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Current Limitations ​

Validation ​

  • no true multi-center Camelyon17 validation
  • no clinical validation
  • no regulatory approval

FAIR-WEIGHTS-H ​

  • no exact Owen/Shapley estimation
  • subgroup constraints incomplete
  • synthetic checks dominate evidence

Federated learning ​

  • optional secure aggregation dependencies
  • some legacy tests remain outside critical path

These limitations are documented to separate engineering progress from empirical evidence.

Research documentation. Not clinical validation or regulatory clearance.

Computational pathology, federated oncology learning, and mathematical validation infrastructure.