Gradient Inversion Attack on MNIST (test)
0.71MSEND-CG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ND-CGTopology=Ring, N=302026.06 | 0.71 | 7.73 | 21.5 | |
| ND-CGTopology=Ring, N=202026.06 | 0.75 | 7.48 | 24.46 | |
| ND-MMTopology=Ring, N=102026.06 | 0.81 | 7.12 | 19.88 | |
| ND-MMTopology=Bipartite, N=202026.06 | 0.82 | 7.03 | 14.6 | |
| ND-CGTopology=Bipartite, N=302026.06 | 0.83 | 6.86 | 13.57 | |
| ND-CGTopology=Fully connected, N=202026.06 | 0.83 | 6.93 | 15.22 | |
| ND-MMTopology=Ring, N=302026.06 | 0.84 | 7.12 | 18.3 | |
| ND-CGTopology=Bipartite, N=102026.06 | 0.84 | 6.88 | 17.14 | |
| ND-CGTopology=Ring, N=102026.06 | 0.85 | 6.84 | 19.57 | |
| ND-CGTopology=Fully connected, N=102026.06 | 0.85 | 6.83 | 15.43 | |
| ND-MMTopology=Ring, N=202026.06 | 0.86 | 6.91 | 16.91 | |
| ND-CGTopology=Bipartite, N=202026.06 | 0.86 | 6.76 | 14.8 | |
| ND-MMTopology=Bipartite, N=302026.06 | 0.87 | 6.71 | 14.11 | |
| ND-MMTopology=Bipartite, N=102026.06 | 0.88 | 6.69 | 15.73 | |
| ND-CGTopology=Fully connected, N=302026.06 | 0.89 | 6.56 | 12.14 | |
| ND-MMTopology=Fully connected, N=102026.06 | 0.89 | 6.57 | 15.86 | |
| ND-MMTopology=Fully connected, N=202026.06 | 0.9 | 6.56 | 13.54 | |
| ND-MMTopology=Fully connected, N=302026.06 | 0.91 | 6.54 | 13.26 | |
| DPDL-MMTopology=Fully connected, N=102026.06 | 1.33 | 4.55 | 4.27 | |
| DPDL-CGTopology=Fully connected, N=302026.06 | 1.36 | 4.8 | 4.8 | |
| DPDL-MMTopology=Fully connected, N=302026.06 | 1.36 | 4.68 | 3.52 | |
| DPDL-CGTopology=Bipartite, N=102026.06 | 1.37 | 4.67 | 5.75 | |
| DPDL-MMTopology=Bipartite, N=102026.06 | 1.39 | 4.58 | 5.18 | |
| DPDL-MMTopology=Bipartite, N=302026.06 | 1.4 | 4.56 | 3.5 | |
| DPDL-CGTopology=Bipartite, N=302026.06 | 1.43 | 4.47 | 3.73 | |
| DPDL-MMTopology=Bipartite, N=202026.06 | 1.43 | 4.46 | 4.35 | |
| DPDL-CGTopology=Bipartite, N=202026.06 | 1.44 | 4.46 | 4.19 | |
| DPDL-CGTopology=Fully connected, N=202026.06 | 1.45 | 4.41 | 4.11 | |
| DPDL-CGTopology=Fully connected, N=102026.06 | 1.46 | 4.39 | 4.33 | |
| DPDL-MMTopology=Fully connected, N=202026.06 | 1.46 | 4.43 | 4.09 | |
| DPDL-MMTopology=Ring, N=302026.06 | 1.56 | 4.09 | 3.93 | |
| DPDL-CGTopology=Ring, N=102026.06 | 1.57 | 4.07 | 4.92 | |
| DPDL-CGTopology=Ring, N=302026.06 | 1.57 | 4.06 | 3.82 | |
| DPDL-CGTopology=Ring, N=202026.06 | 1.58 | 4.03 | 3.33 | |
| DPDL-MMTopology=Ring, N=202026.06 | 1.59 | 4.01 | 3.86 | |
| DPDL-MMTopology=Ring, N=102026.06 | 1.6 | 3.99 | 4.5 |