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ResearchFormerly WizWand

Load forecasting on London Household Electricity (val)

0.418RMSEShuffle-DP
0.4160.42950.4430.4565Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Shuffle-DPModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.060.418
IntraShufflerModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.060.419
Shuffle-DPModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.060.424
IntraShufflerModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.060.425
Shuffle-DPModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.060.428
IntraShufflerModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.060.429
Shuffle-DPModel=LSTM, Aggregation Rule=FedOpt2026.060.433
IntraShufflerModel=LSTM, Aggregation Rule=FedOpt2026.060.434
Plain FL-DPModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.060.439
Shuffle-DPModel=LSTM, Aggregation Rule=FedProx2026.060.44
IntraShufflerModel=LSTM, Aggregation Rule=FedProx2026.060.441
Shuffle-DPModel=LSTM, Aggregation Rule=FedAvg2026.060.445
IntraShufflerModel=LSTM, Aggregation Rule=FedAvg2026.060.446
Plain FL-DPModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.060.446
Plain FL-DPModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.060.451
Plain FL-DPModel=LSTM, Aggregation Rule=FedOpt2026.060.455
Plain FL-DPModel=LSTM, Aggregation Rule=FedProx2026.060.462
Plain FL-DPModel=LSTM, Aggregation Rule=FedAvg2026.060.468