auton-survival
auton-survival copied to clipboard
Enable federated learning with DeepCoxPH
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