Gradient Inversion Resistance on Safety dataset 7-class (train/test)
31.7PSNR (dB)FedAvg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedAvgCondition=undefended, Comm. (MB)=4502026.04 | 31.7 | 98.7 | |
| SecAggConfiguration=cryptographic aggregation, no compression, Comm. (MB)=142026.04 | 31.7 | 0 | |
| DP-SGDepsilon=1.0, delta=10^-5, Compression=none, Comm. (MB)=4502026.04 | 18.9 | 31.4 | |
| signSGDConfiguration=zero-threshold binarisation, no encryption, Comm. (MB)=142026.04 | 16.8 | 42.1 | |
| SafeLMComm. (MB)=142026.04 | 15.1 | 14.3 |