Time-series Classification on SleepEDFx (SEDF) (test)
87.9AccuracyLLM NAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM NASm (number of modalities)=3, dm (number of variates)=5, Tm (sequence length)=3000, C (number of classes)=5, Train size=112,287, Test size=10,774, NAS search budget (cycles)=302026.03 | 87.9 | |
| Baseline stagedm (number of modalities)=3, dm (number of variates)=5, Tm (sequence length)=3000, C (number of classes)=5, Train size=112,287, Test size=10,7742026.03 | 84.7 | |
| Baseline end-to-endm (number of modalities)=3, dm (number of variates)=5, Tm (sequence length)=3000, C (number of classes)=5, Train size=112,287, Test size=10,7742026.03 | 82.9 | |
| Previous workm (number of modalities)=3, dm (number of variates)=5, Tm (sequence length)=3000, C (number of classes)=5, Train size=112,287, Test size=10,7742026.03 | 82.8 |