Image Classification on CIFAR-10 non-IID (test) (Reporting Accuracy, Cross-peer Std, and Payload)
72.68Tail AccuracyFedMD+fa200
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedMD+fa200Merge cadence (M)=2002026.06 | 72.68 | 78.31 | 0.93 | 1,268 | |
| TallyTrain+fa200Merge cadence (M)=2002026.06 | 71.92 | 77.74 | 1 | 1,253 | |
| FedAvg-fa50Merge cadence (M)=502026.06 | 60.51 | 79.6 | 5.56 | 5,367 | |
| FedProx-fa50Merge cadence (M)=502026.06 | 58.79 | 78.69 | 6.02 | 5,367 | |
| FedAvg-fa200Merge cadence (M)=2002026.06 | 54.63 | 77.04 | 6.28 | 1,342 | |
| FedDFMerge cadence (M)=12026.06 | 52.34 | 66.02 | 0 | 268,359 | |
| FedProx-fa200Merge cadence (M)=2002026.06 | 51.71 | 74.91 | 6.49 | 1,342 | |
| FedAvg-fa500‡Merge cadence (M)=5002026.06 | 50.69 | 74.04 | 6.5 | 537 | |
| Local-onlyMerge cadence (M)=∞2026.06 | 47.79 | 48.48 | 7.16 | 0 |