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Time Series Classification on UEA datasets average of 6 (test)

64.3Average Test AccuracyLog-NCDE
56.39658.44860.562.552May 28, 2026Jun 3, 2026Jun 10, 2026Jun 16, 2026Jun 23, 2026Jun 29, 2026Jul 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Log-NCDEInput Dropping Rate=0%2026.0564.33
Log-NCDEAv. Time / 1000 Steps (s)=1321.7, Av. GPU mem (MB)=21772026.0764.34
Log-NCDEInput Dropping Rate=30%2026.0564.23.08
BD-SLiCEInput Dropping Rate=0%2026.05642.33
BD-SLiCEAv. Time / 1000 Steps (s)=68.1, Av. GPU mem (MB)=23442026.07643.2
BD-SLiCEInput Dropping Rate=30%2026.0563.73
S5Input Dropping Rate=30%2026.0563.43.25
D-DE-SLiCEAv. Time / 1000 Steps (s)=66.7, Av. GPU mem (MB)=23022026.07635.7
Log-NCDEInput Dropping Rate=70%2026.0562.74.67
BD-SLiCEInput Dropping Rate=70%2026.0562.53.25
BD-SLiCEInput Dropping Rate=95%2026.0562.52.83
WH-SLiCE2026.0762.56.7
D-SLiCEInput Dropping Rate=70%2026.0562.23.83
D-SLiCEInput Dropping Rate=95%2026.0562.22.83
S6Input Dropping Rate=0%2026.05625
DPLR-SLiCE2026.07627
S6Av. Time / 1000 Steps (s)=20.1, Av. GPU mem (MB)=29382026.07627.7
S5Input Dropping Rate=0%2026.0561.84.67
S5Av. Time / 1000 Steps (s)=21.9, Av. GPU mem (MB)=33272026.0761.88
S-SLiCE2026.0761.88.2
LRUInput Dropping Rate=0%2026.0561.74.5
D-SLiCEInput Dropping Rate=0%2026.0561.74.5
D-SLiCEInput Dropping Rate=30%2026.0561.73.83
D-SLiCEAv. Time / 1000 Steps (s)=11.0, Av. GPU mem (MB)=18752026.0761.77.2
LRUAv. Time / 1000 Steps (s)=26.9, Av. GPU mem (MB)=43082026.0761.77.3
DE-LNCDEAv. Time / 1000 Steps (s)=77.2, Av. GPU mem (MB)=127562026.0761.68.3
S6Input Dropping Rate=70%2026.0561.44
LRUInput Dropping Rate=70%2026.05615
LRUInput Dropping Rate=30%2026.0560.95.58
Log-NCDEInput Dropping Rate=95%2026.0560.94.17
LRUInput Dropping Rate=95%2026.0560.84.17
MambaInput Dropping Rate=70%2026.0560.64
NRDEAv. Time / 1000 Steps (s)=3431, Av. GPU mem (MB)=28582026.0760.610.3
NCDEInput Dropping Rate=0%2026.0560.25.33
NCDEAv. Time / 1000 Steps (s)=6923, Av. GPU mem (MB)=19622026.0760.28.8
S5Input Dropping Rate=70%2026.0560.14.83
NCDEInput Dropping Rate=30%2026.0559.65.92
MambaInput Dropping Rate=30%2026.0559.54.83
S6Input Dropping Rate=95%2026.0558.95.17
NCDEInput Dropping Rate=70%2026.0558.96.42
NCDEInput Dropping Rate=95%2026.0558.75.33
MambaInput Dropping Rate=0%2026.0558.66.67
MambaAv. Time / 1000 Steps (s)=60.0, Av. GPU mem (MB)=45352026.0758.610.8
S6Input Dropping Rate=30%2026.0558.46.5
MambaInput Dropping Rate=95%2026.0557.66.17
S5Input Dropping Rate=95%2026.0556.75.33