Current plan
Initial Run Set
These are the implementations we are preparing to run once the shared preprocessing and scheduling pipeline is ready.
metric: gross AUPRC
Common dataset
Common label mapping
Common record splits
Shared job pipeline
Challenge DRCNN pipeline
setup in progress
Howe-Patterson
Published multichannel DRCNN codebase being adapted to the common apnea labels and split protocol.
Published feature pipeline
setup in progress
Bragi-Marinosson
Published engineered-feature plus BiLSTM ensemble being adapted to the same evaluation pipeline.
Classical ML baselines
planned next
Logistic regression + random forest
Planned once the shared preprocessing and scheduling pipeline is in place.
Other paper candidates are still in literature screening and are not part of the first scheduled runs.