Demo cases (verified against the cardiologists' labels)
Test patient (MIT-BIH)
Patients the models never saw in training, with every beat labelled by cardiologists.
Hospital ECG
WFDB (.hea + .dat), CSV, EDF, GE MUSE XML, or a PDF / photo of the printout.
or drop files here
Why: traced back to the beats
Each beat is replaced by this strip's typical beat and EDSS is run again: the bar is how much of the evidence disappears. The model is re-run, not guessed from gradients; it shows what the decision depends on, and it is not a clinical diagnosis.
Test AUROC = accuracy on all held-out test patients (95% interval); energy is estimated from operation counts (45 nm figures, Horowitz 2014), not measured. One training run per model shown here.
When does the rhythm change, and when does it revert?
The whole recording, 10 seconds at a time: cardiologists' rhythm notes and beat labels against EDSS and Mamba, with the share of steps EDSS chose to compute. Click any window to open it above.