| Los-loop | factorized ST-TGCN | RMSE3.5969 | | 65 | 3mo ago |
| SZ-taxi | factorized ST-TGCN | RMSE3.108 | | 65 | 3mo ago |
| Trentino SMS IN | U-STS-LLM | MAE0.1373 | | 24 | 21d ago |
| Trentino INTERNET | U-STS-LLM | MAE0.2352 | | 20 | 19d ago |
| PeMS-BAY 15 min horizon (test) | Adaptive graph connectivity | MAE1.5 | | 18 | 3mo ago |
| Traffic Prediction Simulation last 24 rounds (test) | NeighborFL L1 | Average Device MSE7.45 | | 14 | 3mo ago |
| Abilene 90 minutes forecasting horizon | GLSTaGAT | MAE4.1244 | | 13 | 22d ago |
| Abilene 60 minutes forecasting horizon | GLSTaGAT | MAE4.0905 | | 13 | 22d ago |
| Abilene 30 minutes forecasting horizon | FCSTGNN | MAE4.4246 | | 13 | 22d ago |
| GEANT 270 minutes | | MAE403.8559 | | 13 | 22d ago |
| GEANT 180 minutes | GLSTaGAT | MAE330.6235 | | 13 | 22d ago |
| GEANT 90 minutes | FRIGATE | MAE236.2362 | | 13 | 22d ago |
| PeMS (test) | MemDA | RMSE2.297 | | 13 | 3mo ago |
| METR-LA 60 minutes horizon | GLGAT | MAE3.52 | | 12 | 15d ago |
| METR-LA 30 minutes horizon | | MAE3.07 | | 12 | 15d ago |
| METR-LA 15 minutes horizon | | MAE2.51 | | 12 | 15d ago |
| BjTT T=15 (60 min) (test) | CrossTrafficLLM | MAE3.55 | | 12 | 3mo ago |
| BjTT T=10 (40 min) (test) | CrossTrafficLLM | MAE3.37 | | 12 | 3mo ago |
| BjTT T=5 (20 min) (test) | CrossTrafficLLM | MAE3.25 | | 12 | 3mo ago |
| Milan telecommunications INTERNET | U-STS-LLM | MAE0.1331 | | 11 | 21d ago |
| Milan telecommunications CALL-OUT | U-STS-LLM | MAE0.165 | | 11 | 21d ago |
| Milan telecommunications CALL-IN | U-STS-LLM | MAE0.1477 | | 11 | 21d ago |
| Milan telecommunications SMS-OUT | U-STS-LLM | MAE0.2277 | | 11 | 21d ago |
| Milan telecommunications SMS-IN | U-STS-LLM | MAE0.1409 | | 11 | 21d ago |
| Trentino CALL-OUT | U-STS-LLM | MAE0.2322 | | 11 | 21d ago |
