Image Classification on EMNIST (Non-IID, 4-Class Partition)
86.88AccuracyGreedy
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GreedyIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 86.88 | 0.118 | 5,250,878 | |
| GreedyIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 86.81 | 0.2164 | 9,088,941 | |
| FLEX-MoEIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 82.57 | 0.0046 | 184,706 | |
| NoneCompressor=None2025.12 | 82.2 | — | — | |
| FLEX-MoEIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 80.53 | 0.0053 | 173,239 | |
| RandomIndicator=None, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 76.5 | 0.0322 | 1,813,456 | |
| CAFeCompressor=Top-k, Param=k=0.1%2025.12 | 75.2 | — | — | |
| CAFeCompressor=Low-rank, Param=rank=12025.12 | 71 | — | — | |
| CAFeCompressor=Rank-1 + Quantizer, Param=3 bits2025.12 | 70.3 | — | — | |
| DirectCompressor=Top-k, Param=k=0.1%2025.12 | 69 | — | — | |
| DirectCompressor=Low-rank, Param=rank=12025.12 | 50 | — | — | |
| DirectCompressor=Rank-1 + Quantizer, Param=3 bits2025.12 | 44.7 | — | — |