Graph-Native Time Series Forecasting on PEMS-BAY N=50 (test)
0.81Vm ErrorGNF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GNF2026.06 | 0.81 | 0.51 | — | |
| AGACI-GROUPCGIF2026.06 | 1.04 | 0.28 | — | |
| ACI-PERGROUP-FACTORCGIF2026.06 | 1.06 | 0.26 | — | |
| CGIF-jointstatus=reference2026.06 | 1.32 | — | — | |
| ACI-PERGROUP-FACTORCGIFrole=strongest PEMS-BAY non-filter2026.06 | — | — | 1.06 | |
| AGACI-GROUPCGIFrole=strongest METR-LA non-filter2026.06 | — | — | 1.04 | |
| GNFrole=learned filter2026.06 | — | — | 0.81 | |
| STATIC-CGIFrole=static covariance2026.06 | — | — | 1.32 |