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Irregular Time-Series Classification on E-MNIST

97.37Accuracy

FLUID |Main|

Updated 27d ago

Evaluation Results

Method	Links
FLUID \|Main\| 2026.05		97.37
NAC-PW 2025.12		96.64
mTAN 2026.05		96.3
OT-Transformer 2026.05		96.23
PerFormer 2026.05		96.22
ODEFormer 2026.05		96.22
ContiFormer 2026.05		96.15
NAC-Exact/05s/8k 2025.12		96.12
DeepState 2026.05		96.1
SDPA-Transformer 2026.05		96.08
GRU-ODE 2025.12		96.04
ContiFormer 2025.12		96.04
GRU-ODE 2026.05		96.04
DeepState 2025.12		96.01
Performer 2025.12		96.01
mTAN 2025.12		95.97
CTA 2026.05		95.97
PDE-Attention 2026.05		95.95
MHA 2025.12		95.94
NAC-ϕlinear 2025.12		95.89
LSTM 2025.12		95.88
Linear Attention 2025.12		95.87
LinFormer 2026.05		95.87
CTA 2025.12		95.86
NAC-09s 2025.12		95.86
GRU 2025.12		95.85
PhasedLSTM 2025.12		95.79
PhasedLSTM 2026.05		95.79
NAC-Steady 2025.12		95.75
mmRNN 2025.12		95.74
mmRNN 2026.05		95.74
NAC-2k 2025.12		95.73
NAC-ϕtanh 2025.12		95.7
Attention 2025.12		95.68
NAC-Euler 2025.12		95.67
ODEFormer 2025.12		95.62
RNN 2025.12		95.59
NAC-02s 2025.12		95.51
NAC-FC 2025.12		95.31
LTC 2025.12		95.25
NAC-09sFC 2025.12		95.24
S4 2025.12		95.21
CT-RNN 2025.12		95.18
CT-RNN 2026.05		95.18
NAC-32k 2025.12		95.15
NAC-05sFC 2025.12		95.13
NAC-02sFC 2025.12		95.06
CfC 2025.12		94.16
CfC-FC 2026.05		94.16
LTC-FC 2026.05		81.25
CfC-NCP 2026.05		80.6
S4 2026.05		79.25
LTC-NCP 2026.05		77.77