Image Classification on MNIST iid (10 classes/client) CONV4, 50 rounds (test)
99.4AccuracyDirect
Evaluation results
| Method | Links | |
|---|---|---|
| DirectCompressor=Top-k, Param=k=10%2025.12 | 99.4 | |
| CAFeCompressor=Top-k, Param=k=10%2025.12 | 99.4 | |
| NoneCompressor=None, Architecture=CONV4, Communication Rounds=502025.12 | 99.3 | |
| CAFeCompressor=Top-k, Param=k=1%2025.12 | 99.3 | |
| DirectCompressor=Top-1% + Quantizer, Param=6 bits2025.12 | 99.3 | |
| DirectCompressor=Top-1% + Quantizer, Param=5 bits2025.12 | 99.3 | |
| CAFeCompressor=Top-1% + Quantizer, Param=5 bits2025.12 | 99.3 | |
| DirectCompressor=Top-1% + Quantizer, Param=4 bits2025.12 | 99.3 | |
| DirectCompressor=Top-k, Param=k=1%2025.12 | 99.2 | |
| CAFeCompressor=Top-1% + Quantizer, Param=6 bits2025.12 | 99.2 | |
| CAFeCompressor=Top-1% + Quantizer, Param=4 bits2025.12 | 99.2 | |
| CAFeCompressor=Low-rank, Param=rank=32025.12 | 99.2 | |
| CAFeCompressor=Low-rank, Param=rank=22025.12 | 99.2 | |
| CAFeCompressor=Low-rank, Param=rank=12025.12 | 99.2 | |
| CAFeCompressor=Rank-1 + Quantizer, Param=5 bits2025.12 | 99.2 | |
| CAFeCompressor=Rank-1 + Quantizer, Param=4 bits2025.12 | 99.2 | |
| CAFeCompressor=Rank-1 + Quantizer, Param=3 bits2025.12 | 99.2 | |
| CAFeCompressor=Top-k, Param=k=0.1%2025.12 | 99 | |
| DirectCompressor=Low-rank, Param=rank=32025.12 | 99 | |
| DirectCompressor=Low-rank, Param=rank=22025.12 | 98.9 | |
| DirectCompressor=Top-k, Param=k=0.1%2025.12 | 98.7 | |
| DirectCompressor=Rank-1 + Quantizer, Param=4 bits2025.12 | 98.6 | |
| DirectCompressor=Rank-1 + Quantizer, Param=3 bits2025.12 | 98.6 | |
| DirectCompressor=Low-rank, Param=rank=12025.12 | 98.5 | |
| DirectCompressor=Rank-1 + Quantizer, Param=5 bits2025.12 | 98.5 |