Irregular Time-Series Classification on E-MNIST
97.37AccuracyFLUID |Main|
Evaluation Results
| Method | Links | |
|---|---|---|
| FLUID |Main|Connectivity=HCliquid x4, Top-K=8, Gsink=Enabled2026.05 | 97.37 | |
| NAC-PWType=PW2025.12 | 96.64 | |
| mTAN2026.05 | 96.3 | |
| OT-Transformer2026.05 | 96.23 | |
| PerFormer2026.05 | 96.22 | |
| ODEFormer2026.05 | 96.22 | |
| ContiFormer2026.05 | 96.15 | |
| NAC-Exact/05s/8kStride=0.5s, Parameters=8k2025.12 | 96.12 | |
| DeepState2026.05 | 96.1 | |
| SDPA-Transformer2026.05 | 96.08 | |
| GRU-ODE2025.12 | 96.04 | |
| ContiFormer2025.12 | 96.04 | |
| GRU-ODE2026.05 | 96.04 | |
| DeepState2025.12 | 96.01 | |
| Performer2025.12 | 96.01 | |
| mTAN2025.12 | 95.97 | |
| CTA2026.05 | 95.97 | |
| PDE-Attention2026.05 | 95.95 | |
| MHA2025.12 | 95.94 | |
| NAC-ϕlinearActivation=linear2025.12 | 95.89 | |
| LSTM2025.12 | 95.88 | |
| Linear Attention2025.12 | 95.87 | |
| LinFormer2026.05 | 95.87 | |
| CTA2025.12 | 95.86 | |
| NAC-09sStride=0.9s2025.12 | 95.86 | |
| GRU2025.12 | 95.85 | |
| PhasedLSTM2025.12 | 95.79 | |
| PhasedLSTM2026.05 | 95.79 | |
| NAC-SteadyMode=Steady2025.12 | 95.75 | |
| mmRNN2025.12 | 95.74 | |
| mmRNN2026.05 | 95.74 | |
| NAC-2kParameters=2k2025.12 | 95.73 | |
| NAC-ϕtanhActivation=tanh2025.12 | 95.7 | |
| Attention2025.12 | 95.68 | |
| NAC-EulerSolver=Euler2025.12 | 95.67 | |
| ODEFormer2025.12 | 95.62 | |
| RNN2025.12 | 95.59 | |
| NAC-02sStride=0.2s2025.12 | 95.51 | |
| NAC-FCArchitecture=FC2025.12 | 95.31 | |
| LTC2025.12 | 95.25 | |
| NAC-09sFCStride=0.9s, Architecture=FC2025.12 | 95.24 | |
| S42025.12 | 95.21 | |
| CT-RNN2025.12 | 95.18 | |
| CT-RNN2026.05 | 95.18 | |
| NAC-32kParameters=32k2025.12 | 95.15 | |
| NAC-05sFCStride=0.5s, Architecture=FC2025.12 | 95.13 | |
| NAC-02sFCStride=0.2s, Architecture=FC2025.12 | 95.06 | |
| CfC2025.12 | 94.16 | |
| CfC-FCArchitecture=FC2026.05 | 94.16 | |
| LTC-FCArchitecture=FC2026.05 | 81.25 | |
| CfC-NCPArchitecture=NCP2026.05 | 80.6 | |
| S42026.05 | 79.25 | |
| LTC-NCPArchitecture=NCP2026.05 | 77.77 |