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ResearchFormerly WizWand

Probabilistic forecasting on Shenzhen (Step 6)

3.9787QSCentral
3.3843167.39640811.408515.420592Apr 30, 2024Aug 19, 2024Dec 9, 2024Mar 31, 2025Jul 21, 2025Nov 10, 2025Mar 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CentralForecasting Method=LSTM, FL Method=—2024.043.978712.945381.73
Fed-GAMEAggregation Method=GAME2026.038.54619.863574.32
PFGLForecasting Method=STAGCN, FL Method=PFL2024.049.44118.586670.02
GraphSAGE-FedAvgForecasting Method=GraphSAGE, FL Method=FedAvg2024.049.68198.631371.11
FedProxAggregation Method=Average2026.039.85726.3565.87
GCRN-FedAvgAggregation Method=Average2026.039.91199.764770.02
GCRN-FedAvgForecasting Method=GCRN, FL Method=FedAvg2024.049.91199.764767.54
CNFGNNForecasting Method=CNFGNN, FL Method=CNFGNN2024.0410.01158.997266.92
LSTM-FedAvgAggregation Method=Average2026.0310.478810.11573.81
LSTM-FedProxForecasting Method=LSTM, FL Method=FedProx2024.0410.490711.998975.83
pFedMeAggregation Method=Average2026.0310.53759.555771.76
LSTM-pFedMeForecasting Method=LSTM, FL Method=pFedMe2024.0410.881610.732972.57
PAG-FedAvgAggregation Method=Average2026.0313.790713.03543.05
PAG-FedAvgForecasting Method=PAG, FL Method=FedAvg2024.0413.790713.03543.05
LSTM-PFLForecasting Method=LSTM, FL Method=PFL2024.0415.521142.944881.38
LSTM-CNN-PFLForecasting Method=LSTM-CNN, FL Method=PFL2024.0416.454446.1382.06
No FL2026.0318.669839.880269.88
No FLForecasting Method=LSTM, FL Method=—2024.0418.669839.880269.88
LSTM-FedAvgForecasting Method=LSTM, FL Method=FedAvg2024.0418.747841.148272.34
LSTM-CNN-FedAvgForecasting Method=LSTM-CNN, FL Method=FedAvg2024.0418.838340.10570.16