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ResearchFormerly WizWand

Multivariate Time-series Classification on UEA Multivariate Time-series Archive HB

78.4AccuracyLRU
72.36873.93475.577.066May 26, 2025Aug 1, 2025Oct 8, 2025Dec 15, 2025Feb 20, 2026Apr 29, 2026Jul 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LRU2026.0778.4
mTAN2025.0577.89
S52026.0777.7
BD-SLiCEStructure=Block-Diagonal2026.0777.4
S62026.0776.5
Mamba2026.0776.2
WH-SLiCEStructure=Walsh-Hadamard2026.0776.1
ContiFormer2025.0575.61
Log-NCDEMethodology=Log-Signature NCDE2026.0775.2
RoMAE-tinyEvaluation protocol=pretraining + finetuning, Pre-training epochs=400, Observation drop rate=30%2025.0574.47
DPLR-SLiCEStructure=Diagonal Plus Low Rank2026.0774.2
DE-LNCDEStructure=DE2026.0774.2
TST2025.0573.98
D-DE-SLiCEStructure=D-DE2026.0773.9
NCDE2026.0773.9
S52025.0573.33
D-SLiCEStructure=Dense2026.0772.9
NRDE2026.0772.9
S-SLiCEStructure=Sparse2026.0772.6