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ResearchFormerly WizWand

Time Series Forecasting on NP (test)

0.167MSELightGTS-Cov
0.155960.230480.3050.37952Sep 18, 2025Oct 12, 2025Nov 5, 2025Nov 30, 2025Dec 24, 2025Jan 17, 2026Feb 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LightGTS-Covadaptation=MLP plug-in, covariates=future-known2026.020.1670.216
CoRAcovariates=future-known2026.020.2220.246
AdaPTScovariates=future-known2026.020.2310.259
Timer-XLcovariates=future-known2026.020.2340.262
ChronosXcovariates=future-known2026.020.2540.278
UniCAcovariates=future-known2026.020.2650.289
DAGfuture exogenous support=inherent2025.090.3620.344
GCGNetfuture exogenous support=inherent2025.090.370.348
CrossLinearfuture exogenous support=MLP fusion adaptation2025.090.3710.387
TFTfuture exogenous support=inherent2025.090.3790.375
PatchTSTfuture exogenous support=MLP fusion adaptation2025.090.390.396
TimeKANfuture exogenous support=MLP fusion adaptation2025.090.4050.419
DUETfuture exogenous support=MLP fusion adaptation2025.090.4110.408
TimeXerfuture exogenous support=inherent2025.090.4180.371
Amplifierfuture exogenous support=MLP fusion adaptation2025.090.420.418
TiDEfuture exogenous support=inherent2025.090.4430.4