Link Prediction on WN18 target
0.99MRROriginal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OriginalTarget Model=ComplEx, Attack Type=No Attack2021.11 | 0.99 | 0.99 | — | |
| Random_nTarget Model=ComplEx, Attack Type=Baseline Attack2021.11 | 0.99 | 0.98 | 0 | |
| Random_g1Target Model=ComplEx, Attack Type=Baseline Attack2021.11 | 0.99 | 0.98 | — | |
| Random_g2Target Model=ComplEx, Attack Type=Baseline Attack2021.11 | 0.99 | 0.98 | — | |
| Com_truthTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.98 | 0.97 | — | |
| Com_rankTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.98 | 0.96 | — | |
| Zhang et al.Target Model=ComplEx, Attack Type=Baseline Attack2021.11 | 0.97 | 0.95 | 3 | |
| Com_cosTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.97 | 0.95 | 2 | |
| Sym_cosTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.92 | 0.85 | — | |
| Sym_truthTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.9 | 0.82 | — | |
| Sym_rankTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.89 | 0.79 | 10 | |
| Inv_cosTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.87 | 0.75 | — | |
| Inv_truthTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.86 | 0.74 | — | |
| Inv_rankTarget Model=ComplEx, Attack Type=Proposed Attack2021.11 | 0.84 | 0.68 | 16 | |
| OriginalTarget Model=DistMult, Attack Type=No Attack2021.11 | 0.82 | 0.67 | — | |
| Random_g1Target Model=DistMult, Attack Type=Baseline Attack2021.11 | 0.82 | 0.66 | — | |
| Inv_rankTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.82 | 0.66 | — | |
| Random_g2Target Model=DistMult, Attack Type=Baseline Attack2021.11 | 0.81 | 0.65 | — | |
| Inv_truthTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.81 | 0.66 | — | |
| Random_nTarget Model=DistMult, Attack Type=Baseline Attack2021.11 | 0.8 | 0.63 | 2 | |
| Com_rankTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.8 | 0.64 | — | |
| OriginalTarget Model=ConvE, Attack Type=No Attack2021.11 | 0.8 | 0.63 | — | |
| Random_g1Target Model=ConvE, Attack Type=Baseline Attack2021.11 | 0.8 | 0.62 | — | |
| Inv_cosTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.8 | 0.63 | — | |
| Inv_cosTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.79 | 0.64 | 3 | |
| Com_truthTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.79 | 0.62 | — | |
| Random_nTarget Model=ConvE, Attack Type=Baseline Attack2021.11 | 0.79 | 0.61 | 2 | |
| Random_g2Target Model=ConvE, Attack Type=Baseline Attack2021.11 | 0.79 | 0.62 | — | |
| Inv_rankTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.79 | 0.61 | — | |
| CRIAGETarget Model=DistMult, Attack Type=Baseline Attack2021.11 | 0.78 | 0.61 | — | |
| Com_cosTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.78 | 0.61 | 5 | |
| CRIAGETarget Model=ConvE, Attack Type=Baseline Attack2021.11 | 0.78 | 0.63 | — | |
| Inv_truthTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.78 | 0.61 | 3 | |
| Zhang et al.Target Model=DistMult, Attack Type=Baseline Attack2021.11 | 0.77 | 0.59 | 6 | |
| Zhang et al.Target Model=ConvE, Attack Type=Baseline Attack2021.11 | 0.77 | 0.61 | 3 | |
| Com_truthTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.77 | 0.62 | — | |
| Com_cosTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.77 | 0.62 | — | |
| Com_rankTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.75 | 0.58 | 6 | |
| Sym_truthTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.74 | 0.6 | — | |
| Com_rankTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.67 | 0.47 | — | |
| OriginalTarget Model=TransE, Attack Type=No Attack2021.11 | 0.65 | 0.45 | — | |
| Sym_truthTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.62 | 0.3 | — | |
| Sym_rankTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.62 | 0.33 | — | |
| Sym_cosTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.6 | 0.35 | — | |
| Sym_rankTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.59 | 0.27 | — | |
| Inv_truthTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.59 | 0.34 | — | |
| Sym_truthTarget Model=ConvE, Attack Type=Proposed Attack2021.11 | 0.58 | 0.27 | 17 | |
| Com_cosTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.58 | 0.32 | — | |
| Random_g1Target Model=TransE, Attack Type=Baseline Attack2021.11 | 0.57 | 0.33 | — | |
| Inv_rankTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.55 | 0.34 | — | |
| Com_truthTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.53 | 0.25 | 18 | |
| Sym_rankTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.52 | 0.34 | — | |
| Inv_cosTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.51 | 0.25 | 22 | |
| Sym_cosTarget Model=DistMult, Attack Type=Proposed Attack2021.11 | 0.5 | 0.17 | 38 | |
| Random_g2Target Model=TransE, Attack Type=Baseline Attack2021.11 | 0.5 | 0.22 | — | |
| Random_nTarget Model=TransE, Attack Type=Baseline Attack2021.11 | 0.46 | 0.18 | 29 | |
| Zhang et al.Target Model=TransE, Attack Type=Baseline Attack2021.11 | 0.43 | 0.16 | 33 | |
| Sym_cosTarget Model=TransE, Attack Type=Proposed Attack2021.11 | 0.41 | 0.13 | 37 |