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Time Series Forecasting on PJM Interconnection (test)

0.07MSELightGTS-Cov
0.067120.086560.1060.12544Sep 18, 2025Oct 12, 2025Nov 5, 2025Nov 30, 2025Dec 24, 2025Jan 17, 2026Feb 11, 2026

Evaluation results

MethodLinks
LightGTS-Covadaptation=MLP plug-in, covariates=future-known2026.020.070.157
CoRAcovariates=future-known2026.020.0730.165
AdaPTScovariates=future-known2026.020.080.173
ChronosXcovariates=future-known2026.020.0890.189
Timer-XLcovariates=future-known2026.020.0890.187
UniCAcovariates=future-known2026.020.090.187
DAGfuture exogenous support=inherent2025.090.0930.18
GCGNetfuture exogenous support=inherent2025.090.0950.187
DUETfuture exogenous support=MLP fusion adaptation2025.090.1020.197
TimeXerfuture exogenous support=inherent2025.090.1080.198
CrossLinearfuture exogenous support=MLP fusion adaptation2025.090.1120.223
TFTfuture exogenous support=inherent2025.090.1140.207
PatchTSTfuture exogenous support=MLP fusion adaptation2025.090.1330.259
Amplifierfuture exogenous support=MLP fusion adaptation2025.090.1370.246
TimeKANfuture exogenous support=MLP fusion adaptation2025.090.1390.262
TiDEfuture exogenous support=inherent2025.090.1420.246