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ResearchFormerly WizWand

Time-series Classification on HandMovementDirection (HMD) (test)

42AccuracyResRMNI
19.43225.29131.1537.009Aug 13, 2025Sep 17, 2025Oct 23, 2025Nov 28, 2025Jan 3, 2026Feb 8, 2026Mar 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ResRMNIRecurrent Matrix=Identity2025.0842
RMN2025.0841.5
Baseline end-to-endm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=742026.0340.5
ResRMNRRecurrent Matrix=Random2025.0831.9
ResRMNCRecurrent Matrix=Circular2025.0829.7
ResESNIRecurrent Matrix=Identity2025.0828.8
ResESNRRecurrent Matrix=Random2025.0827.6
ResESNCRecurrent Matrix=Circular2025.0827
LeakyESN2025.0824.7
LLM NASm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=74, NAS search budget (cycles)=102026.0321.6
Previous workm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=742026.0321.6
Baseline stagedm (number of modalities)=1, dm (number of variates)=10, Tm (sequence length)=400, C (number of classes)=4, Train size=160, Test size=742026.0320.3