Irregular Time-series Modeling on Spiral
0.0046MAEFLUID |Main|
Evaluation Results
| Method | Links | |
|---|---|---|
| FLUID |Main|Connectivity=HCliquid x4, Top-K=8, Gsink=Enabled2026.05 | 0.0046 | |
| FLUID |HCstatic×2|Connectivity=HCstatic, Factor=x22026.05 | 0.0047 | |
| FLUID |HCstatic×4|Connectivity=HCstatic, Factor=x42026.05 | 0.0047 | |
| FLUID |HCstatic×8|Connectivity=HCstatic, Factor=x82026.05 | 0.0047 | |
| FLUID |HCliquid×2|Connectivity=HCliquid, Factor=x22026.05 | 0.0047 | |
| FLUID |Top-K×2|Top-K Factor=x22026.05 | 0.0047 | |
| FLUID |PW|Variant=Pointwise2026.05 | 0.0047 | |
| GRU-ODE2026.05 | 0.0048 | |
| FLUID |RES|Variant=Residual2026.05 | 0.0048 | |
| FLUID |W/O Gsink|Gsink=Disabled2026.05 | 0.0048 | |
| FLUID |HCliquid×8|Connectivity=HCliquid, Factor=x82026.05 | 0.0048 | |
| FLUID |Top-K×4|Top-K Factor=x42026.05 | 0.0049 | |
| LTC-FCArchitecture=FC2026.05 | 0.005 | |
| ContiFormer2026.05 | 0.0053 | |
| CT-RNN2026.05 | 0.0063 | |
| OT-Transformer2026.05 | 0.007 | |
| mmRNN2026.05 | 0.0078 | |
| CfC-FCArchitecture=FC2026.05 | 0.0101 | |
| PerFormer2026.05 | 0.0311 | |
| ODEFormer2026.05 | 0.0358 | |
| PhasedLSTM2026.05 | 0.1038 | |
| CfC-NCPArchitecture=NCP2026.05 | 0.1307 | |
| LTC-NCPArchitecture=NCP2026.05 | 0.1312 | |
| LinFormer2026.05 | 0.222 | |
| CTA2026.05 | 0.2723 | |
| PDE-Attention2026.05 | 0.3138 | |
| DeepState2026.05 | 0.3172 | |
| S42026.05 | 0.3194 | |
| SDPA-Transformer2026.05 | 0.3194 | |
| mTAN2026.05 | 0.3194 |