Graph Time Series Conformal Prediction on PEMS-BAY N=325
5.64Interval WidthACI-PERGROUP-FACTORCGIF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ACI-PERGROUP-FACTORCGIFBackbone=GPVAR (graph-aware), Alpha (α)=0.12026.06 | 5.64 | 90.1 | |
| GNFBackbone=GPVAR (graph-aware), Alpha (α)=0.12026.06 | 8.58 | 87.8 | |
| GNF + ACI wrapBackbone=GPVAR (graph-aware), Alpha (α)=0.12026.06 | 9.01 | 89.9 | |
| STATIC-CGIFBackbone=GPVAR (graph-aware), Alpha (α)=0.1, variant=static Σˆ2026.06 | 12 | 88.7 | |
| MULTIDIMSPCIBackbone=GPVAR (graph-aware), Alpha (α)=0.12026.06 | 12.7 | 88.6 | |
| COPULACPTSBackbone=GPVAR (graph-aware), Alpha (α)=0.12026.06 | 14.4 | 89.4 | |
| KALMAN-FCPBackbone=GPVAR (graph-aware), Alpha (α)=0.1, variant=tuned Kalman2026.06 | 51.4 | 85.2 |