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Results folder.

Figs and text results of experiments saved here.

During training, real-time results can be displayed via tensorboard:

tensorboard --logdir=/results/log/tensorboard/<tb_log_exp_name>

Logs of hyper-parameter tuning runs are found in /log and can similarly be displayed (RayTune docs).

Reproducibility Instructions

To run all experiments from the paper:

  • Main results

    python3 main.py --domain_shift hospital
    python3 main.py --domain_shift region
    python3 main.py --domain_shift ward
    python3 main.py --domain_shift ethnicity
    python3 main.py --domain_shift ethnicity_coarse
    python3 main.py --domain_shift age
  • Alternative outcome definitions:

    python3 main.py --outcome Shock_4h
    python3 main.py --outcome Shock_12h
    python3 main.py --outcome ARF_4h
    python3 main.py --outcome ARF_12h
  • Additional sequential models:

    python3 main.py --models RNN GRU LSTM
  • Regularization experiments:

    python3 main.py --dropout
  • Class incremental experiments:

    python3 main.py --class_shift