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Forecasting on Synthetic partially observed jump-diffusion process (test)

0.0846MAEDeep ZakaiJ
0.0625040.2116520.36080.509948May 23, 2026

Evaluation results

MethodLinks
Deep ZakaiJ2026.050.08460.13440.06530.7889
NeuralMJD2026.050.09210.1560.0803-5.4565.1
NJ-ODE2026.050.10420.1565———
NCDSSM2026.050.10810.15070.0851-1.2583.5
LSTM2026.050.10840.1533———
LatentSDE2026.050.11180.15230.0846-3.8175.7
PatchTST2026.050.11450.173———
LatentODE2026.050.13830.18950.1025-0.3691.6
Chronos2026.050.14020.18540.2136-16.2371.4
DLinear2026.050.40950.4807———
DeepAR2026.050.6370.67880.4111-1.0935