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ResearchFormerly WizWand

Irregular Time-Series Classification on E-MNIST

97.37AccuracyFLUID |Main|
76.98682.27887.5792.862Dec 11, 2025Jan 4, 2026Jan 28, 2026Feb 22, 2026Mar 18, 2026Apr 11, 2026May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FLUID |Main|Connectivity=HCliquid x4, Top-K=8, Gsink=Enabled2026.0597.37
NAC-PWType=PW2025.1296.64
mTAN2026.0596.3
OT-Transformer2026.0596.23
PerFormer2026.0596.22
ODEFormer2026.0596.22
ContiFormer2026.0596.15
NAC-Exact/05s/8kStride=0.5s, Parameters=8k2025.1296.12
DeepState2026.0596.1
SDPA-Transformer2026.0596.08
GRU-ODE2025.1296.04
ContiFormer2025.1296.04
GRU-ODE2026.0596.04
DeepState2025.1296.01
Performer2025.1296.01
mTAN2025.1295.97
CTA2026.0595.97
PDE-Attention2026.0595.95
MHA2025.1295.94
NAC-ϕlinearActivation=linear2025.1295.89
LSTM2025.1295.88
Linear Attention2025.1295.87
LinFormer2026.0595.87
CTA2025.1295.86
NAC-09sStride=0.9s2025.1295.86
GRU2025.1295.85
PhasedLSTM2025.1295.79
PhasedLSTM2026.0595.79
NAC-SteadyMode=Steady2025.1295.75
mmRNN2025.1295.74
mmRNN2026.0595.74
NAC-2kParameters=2k2025.1295.73
NAC-ϕtanhActivation=tanh2025.1295.7
Attention2025.1295.68
NAC-EulerSolver=Euler2025.1295.67
ODEFormer2025.1295.62
RNN2025.1295.59
NAC-02sStride=0.2s2025.1295.51
NAC-FCArchitecture=FC2025.1295.31
LTC2025.1295.25
NAC-09sFCStride=0.9s, Architecture=FC2025.1295.24
S42025.1295.21
CT-RNN2025.1295.18
CT-RNN2026.0595.18
NAC-32kParameters=32k2025.1295.15
NAC-05sFCStride=0.5s, Architecture=FC2025.1295.13
NAC-02sFCStride=0.2s, Architecture=FC2025.1295.06
CfC2025.1294.16
CfC-FCArchitecture=FC2026.0594.16
LTC-FCArchitecture=FC2026.0581.25
CfC-NCPArchitecture=NCP2026.0580.6
S42026.0579.25
LTC-NCPArchitecture=NCP2026.0577.77