Load forecasting on London Household Electricity (val)
0.418RMSEShuffle-DP
Evaluation Results
| Method | Links | |
|---|---|---|
| Shuffle-DPModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.06 | 0.418 | |
| IntraShufflerModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.06 | 0.419 | |
| Shuffle-DPModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.06 | 0.424 | |
| IntraShufflerModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.06 | 0.425 | |
| Shuffle-DPModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.06 | 0.428 | |
| IntraShufflerModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.06 | 0.429 | |
| Shuffle-DPModel=LSTM, Aggregation Rule=FedOpt2026.06 | 0.433 | |
| IntraShufflerModel=LSTM, Aggregation Rule=FedOpt2026.06 | 0.434 | |
| Plain FL-DPModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.06 | 0.439 | |
| Shuffle-DPModel=LSTM, Aggregation Rule=FedProx2026.06 | 0.44 | |
| IntraShufflerModel=LSTM, Aggregation Rule=FedProx2026.06 | 0.441 | |
| Shuffle-DPModel=LSTM, Aggregation Rule=FedAvg2026.06 | 0.445 | |
| IntraShufflerModel=LSTM, Aggregation Rule=FedAvg2026.06 | 0.446 | |
| Plain FL-DPModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.06 | 0.446 | |
| Plain FL-DPModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.06 | 0.451 | |
| Plain FL-DPModel=LSTM, Aggregation Rule=FedOpt2026.06 | 0.455 | |
| Plain FL-DPModel=LSTM, Aggregation Rule=FedProx2026.06 | 0.462 | |
| Plain FL-DPModel=LSTM, Aggregation Rule=FedAvg2026.06 | 0.468 |