Load forecasting on Pecan Street (val)
0.377RMSEShuffle-DP
Evaluation Results
| Method | Links | |
|---|---|---|
| Shuffle-DPModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.06 | 0.377 | |
| IntraShufflerModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.06 | 0.378 | |
| Shuffle-DPModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.06 | 0.382 | |
| IntraShufflerModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.06 | 0.383 | |
| Shuffle-DPModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.06 | 0.386 | |
| IntraShufflerModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.06 | 0.387 | |
| Shuffle-DPModel=LSTM, Aggregation Rule=FedOpt2026.06 | 0.392 | |
| IntraShufflerModel=LSTM, Aggregation Rule=FedOpt2026.06 | 0.393 | |
| Plain FL-DPModel=TimesFM, Aggregation Rule=FedOpt, Inference Mode=zero-shot2026.06 | 0.394 | |
| Shuffle-DPModel=LSTM, Aggregation Rule=FedProx2026.06 | 0.398 | |
| IntraShufflerModel=LSTM, Aggregation Rule=FedProx2026.06 | 0.399 | |
| Plain FL-DPModel=TimesFM, Aggregation Rule=FedProx, Inference Mode=zero-shot2026.06 | 0.4 | |
| Shuffle-DPModel=LSTM, Aggregation Rule=FedAvg2026.06 | 0.402 | |
| IntraShufflerModel=LSTM, Aggregation Rule=FedAvg2026.06 | 0.403 | |
| Plain FL-DPModel=TimesFM, Aggregation Rule=FedAvg, Inference Mode=zero-shot2026.06 | 0.404 | |
| Plain FL-DPModel=LSTM, Aggregation Rule=FedOpt2026.06 | 0.41 | |
| Plain FL-DPModel=LSTM, Aggregation Rule=FedProx2026.06 | 0.417 | |
| Plain FL-DPModel=LSTM, Aggregation Rule=FedAvg2026.06 | 0.421 |