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Enable federated learning with DeepCoxPH

Open matteo4diani opened this issue 1 year ago • 0 comments

Federated learning frameworks like https://github.com/adap/flower are of particular interest to healthcare research, to work seamlessly with auton-survival the following features are needed:

  • Easy and clean access to the model's PyTorch component
  • PyTorch module pre-initialisation before fit
  • Make the Breslow estimator optional as it contains too much info about the dataset to be safe in a federated setup

matteo4diani avatar Jul 12 '23 19:07 matteo4diani