Documentation Index
Fetch the complete documentation index at: https://docs.neuroencoder.com/llms.txt
Use this file to discover all available pages before exploring further.
Frozen linear probes, 5-fold subject-level cross-validation. Balanced accuracy (%).
The first column is EPI-250k, our base foundation model — not publicly released. It is the upper bound on what the MRL distillation can preserve. The remaining columns are the MRL model at each truncation dimension, which is what pip install neuroencoder gives you.
Private clinical tasks
40,909 annotated 30-second epochs from the Swiss Epilepsy Center.
| Task | EPI-250k | 768 | 384 | 192 | 48 | 16 |
|---|
| Seizure / Wake | 93.4 | 93.1 | 92.7 | 92.5 | 91.5 | 84.1 |
| Sleep (5-class) | 85.1 | 77.0 | 77.4 | 76.9 | 76.5 | 73.2 |
| Artifact / Wake | 90.2 | 90.5 | 90.3 | 90.5 | 90.7 | 65.9 |
| Seizure / Sleep | 88.8 | 85.2 | 84.9 | 84.0 | 82.1 | 79.4 |
| Spike / Seizure | 81.5 | 76.2 | 75.9 | 74.7 | 71.0 | 65.5 |
| Spike / Wake | 97.0 | 94.8 | 94.7 | 94.6 | 92.9 | 87.2 |
| Artifact / Spike | 78.8 | 76.0 | 75.6 | 75.3 | 74.4 | 70.4 |
| Category (6-cls) | 36.3 | 33.6 | 33.3 | 32.8 | 31.7 | 27.4 |
| Clinical Sub (7-cls) | 42.7 | 31.4 | 31.4 | 31.4 | 27.0 | 23.7 |
| All Sublabels (49-cls) | 22.1 | 14.8 | 14.4 | 13.7 | 12.3 | 10.6 |
Public benchmarks
10 standard public EEG datasets, evaluated under identical conditions.
| Task | EPI-250k | 768 | 384 | 192 | 48 | 16 |
|---|
| TUAB | 73.1 | 72.4 | 72.5 | 72.9 | 72.2 | 70.4 |
| TUEV | 54.5 | 45.9 | 47.2 | 46.7 | 42.8 | 32.1 |
| TUAR | 45.2 | 43.0 | 42.9 | 42.2 | 39.5 | 36.5 |
| TUSL | 73.3 | 71.5 | 75.1 | 77.1 | 71.3 | 69.7 |
| Mumtaz | 82.1 | 80.7 | 81.8 | 82.6 | 83.2 | 83.1 |
| Schizo | 71.1 | 70.1 | 69.4 | 69.5 | 69.4 | 66.7 |
| MentArith | 60.9 | 60.2 | 59.9 | 58.6 | 55.6 | 52.2 |
| ADFTD | 43.2 | 40.0 | 40.0 | 41.0 | 38.6 | 35.9 |
| PhysioMI | 30.3 | 28.3 | 28.4 | 27.3 | 27.7 | 25.2 |
| Parkinsons | 62.9 | 58.9 | 58.6 | 58.2 | 55.9 | 53.2 |
768, 384, …) are the MRL truncation dimensions.
Dimension retention
Mean delta vs the EPI-250k base model, across all 20 tasks.
| MRL dim | Mean delta |
|---|
| 768 | -3.4 pp |
| 384 | -3.3 pp |
| 192 | -3.5 pp |
| 48 | -5.3 pp |
| 16 | -10.0 pp |
