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ResearchFormerly WizWand

Irregular Time-series Modeling on Spiral

0.0046MAEFLUID |Main|
-0.0079920.0770040.1620.246996May 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FLUID |Main|Connectivity=HCliquid x4, Top-K=8, Gsink=Enabled2026.050.0046
FLUID |HCstatic×2|Connectivity=HCstatic, Factor=x22026.050.0047
FLUID |HCstatic×4|Connectivity=HCstatic, Factor=x42026.050.0047
FLUID |HCstatic×8|Connectivity=HCstatic, Factor=x82026.050.0047
FLUID |HCliquid×2|Connectivity=HCliquid, Factor=x22026.050.0047
FLUID |Top-K×2|Top-K Factor=x22026.050.0047
FLUID |PW|Variant=Pointwise2026.050.0047
GRU-ODE2026.050.0048
FLUID |RES|Variant=Residual2026.050.0048
FLUID |W/O Gsink|Gsink=Disabled2026.050.0048
FLUID |HCliquid×8|Connectivity=HCliquid, Factor=x82026.050.0048
FLUID |Top-K×4|Top-K Factor=x42026.050.0049
LTC-FCArchitecture=FC2026.050.005
ContiFormer2026.050.0053
CT-RNN2026.050.0063
OT-Transformer2026.050.007
mmRNN2026.050.0078
CfC-FCArchitecture=FC2026.050.0101
PerFormer2026.050.0311
ODEFormer2026.050.0358
PhasedLSTM2026.050.1038
CfC-NCPArchitecture=NCP2026.050.1307
LTC-NCPArchitecture=NCP2026.050.1312
LinFormer2026.050.222
CTA2026.050.2723
PDE-Attention2026.050.3138
DeepState2026.050.3172
S42026.050.3194
SDPA-Transformer2026.050.3194
mTAN2026.050.3194