Interventional Fidelity Evaluation on DKT-Synth (semi-synthetic)
0.057PEHEFed-CausalDiff
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Fed-CausalDiff2026.06 | 0.057 | 0.045 | 0.049 | |
| Fed-CausalDiffAblation=w/o Ldis2026.06 | 0.064 | 0.086 | 0.117 | |
| Fed-CausalDiffAblation=w/o DSS (full sync)2026.06 | 0.065 | 0.088 | 0.116 | |
| CRN2026.06 | 0.082 | 0.133 | 0.073 | |
| FedCM2026.06 | 0.101 | 0.129 | 0.099 | |
| RCGAN2026.06 | 0.124 | 0.094 | 0.115 | |
| TimeGAN2026.06 | 0.205 | 0.045 | 0.247 |