Link Prediction
Link Prediction is a task in graph and network analysis where the goal is to predict missing or future connections between nodes in a network. Given a partially observed network, the goal of link prediction is to infer which links are most likely to be added or missing based on the observed connections and the structure of the network.
( Image credit: Inductive Representation Learning on Large Graphs )
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AutoKGE | Hits@10 | 0.56 | — | Unverified |
| 2 | CP-N3-RP | Hits@10 | 0.55 | — | Unverified |
| 3 | DistMult (after variational EM) | Hits@10 | 0.55 | — | Unverified |
| 4 | KG-R3 | Hits@10 | 0.54 | — | Unverified |
| 5 | LASS | Hits@10 | 0.53 | — | Unverified |
| 6 | MDE_adv | Hits@10 | 0.53 | — | Unverified |
| 7 | GFA-NN | Hits@10 | 0.52 | — | Unverified |
| 8 | KGRefiner | Hits@10 | 0.49 | — | Unverified |
| 9 | ComplEx NSCaching | Hits@10 | 0.48 | — | Unverified |
| 10 | LogicENN | Hits@10 | 0.47 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MoCoKGC | Hits@10 | 0.88 | — | Unverified |
| 2 | KERMIT | Hits@10 | 0.83 | — | Unverified |
| 3 | MoCoSA | Hits@10 | 0.82 | — | Unverified |
| 4 | SimKGCIB(+PB+SN) | Hits@10 | 0.82 | — | Unverified |
| 5 | C-LMKE(bert-base) | Hits@10 | 0.79 | — | Unverified |
| 6 | LASS | Hits@10 | 0.79 | — | Unverified |
| 7 | LP-BERT | Hits@10 | 0.75 | — | Unverified |
| 8 | KGLM | Hits@10 | 0.74 | — | Unverified |
| 9 | StAR(Self-Adp) | Hits@10 | 0.71 | — | Unverified |
| 10 | PALT | Hits@10 | 0.69 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OpenKE (han2018openke) | training time (s) | 11 | — | Unverified |
| 2 | LibKGE (ruffinelli2020you) | training time (s) | 10 | — | Unverified |
| 3 | GraphVite (zhu2019graphvite) | training time (s) | 6 | — | Unverified |
| 4 | Inverse Model | Hits@10 | 0.96 | — | Unverified |
| 5 | QuatDE | Hits@10 | 0.96 | — | Unverified |
| 6 | LineaRE | Hits@10 | 0.96 | — | Unverified |
| 7 | AutoKGE | Hits@10 | 0.96 | — | Unverified |
| 8 | ComplEx-N3 (reciprocal) | Hits@10 | 0.96 | — | Unverified |
| 9 | MEI (small) | Hits@10 | 0.96 | — | Unverified |
| 10 | RotatE | Hits@10 | 0.96 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OPTransE | Hits@10 | 0.9 | — | Unverified |
| 2 | AutoKGE | MRR | 0.86 | — | Unverified |
| 3 | ComplEx-N3 (reciprocal) | MRR | 0.86 | — | Unverified |
| 4 | LineaRE | MRR | 0.84 | — | Unverified |
| 5 | DistMult (after variational EM) | MRR | 0.84 | — | Unverified |
| 6 | QuatE | MRR | 0.83 | — | Unverified |
| 7 | SEEK | MRR | 0.83 | — | Unverified |
| 8 | MEI-BTD | MRR | 0.81 | — | Unverified |
| 9 | MEI (small) | MRR | 0.8 | — | Unverified |
| 10 | pRotatE | MRR | 0.8 | — | Unverified |