List your company

Time-series Classification on SleepEDFx (SEDF) (test)

87.9AccuracyLLM NAS
82.59683.97385.3586.727Mar 16, 2026

Evaluation results

MethodLinks
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)=302026.0387.9
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=10,7742026.0384.7
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=10,7742026.0382.9
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=10,7742026.0382.8