Node Property Prediction
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SimTeG+TAPE+RevGAT | Number of params | 1,386,219,488 | — | Unverified |
| 2 | SimTeG+TAPE+GraphSAGE | Number of params | 1,381,593,403 | — | Unverified |
| 3 | TAPE+RevGAT | Number of params | 280,283,296 | — | Unverified |
| 4 | GLEM+RevGAT | Number of params | 140,469,624 | — | Unverified |
| 5 | LD+REVGAT | Number of params | 140,438,868 | — | Unverified |
| 6 | E2EG (use raw text) | Number of params | 83,724,841 | — | Unverified |
| 7 | GCN+residual+node2vec | Number of params | 21,885,098 | — | Unverified |
| 8 | Node2vec | Number of params | 21,818,792 | — | Unverified |
| 9 | GraphZoom (Node2vec) | Number of params | 8,963,624 | — | Unverified |
| 10 | LEGNN + AS-Train | Number of params | 5,374,120 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Node2vec | Number of params | 313,612,207 | — | Unverified |
| 2 | LD+GAMLP | Number of params | 144,331,677 | — | Unverified |
| 3 | GLEM+GIANT+SAGN+SCR | Number of params | 139,792,525 | — | Unverified |
| 4 | GLEM+EnGCN | Number of params | 139,633,805 | — | Unverified |
| 5 | GraphZoom (Node2vec) | Number of params | 120,251,183 | — | Unverified |
| 6 | LD+GIANT+SAGN+SCR | Number of params | 110,636,896 | — | Unverified |
| 7 | E2EG (use raw text) | Number of params | 66,793,520 | — | Unverified |
| 8 | SIGN | Number of params | 3,483,703 | — | Unverified |
| 9 | GAMLP+RLU+SCR | Number of params | 3,335,831 | — | Unverified |
| 10 | GAMLP+RLU+SCR+C&S | Number of params | 3,335,831 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | R-GSN + metapath2vec | Number of params | 309,777,252 | — | Unverified |
| 2 | GraphSAINT + metapath2vec | Number of params | 309,764,724 | — | Unverified |
| 3 | R-GSN | Number of params | 154,373,028 | — | Unverified |
| 4 | GraphSAINT (R-GCN aggr) | Number of params | 154,366,772 | — | Unverified |
| 5 | ClusterGCN (R-GCN aggr) | Number of params | 154,366,772 | — | Unverified |
| 6 | Full-batch R-GCN | Number of params | 154,366,772 | — | Unverified |
| 7 | R-GCN+FLAG | Number of params | 154,366,772 | — | Unverified |
| 8 | NeighborSampling (R-GCN aggr) | Number of params | 154,366,772 | — | Unverified |
| 9 | MetaPath2vec | Number of params | 94,479,069 | — | Unverified |
| 10 | MetaPath2vec | Number of params | 94,479,069 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | LD+GAT | Number of params | 664,233,700 | — | Unverified |
| 2 | RevGNN-Wide | Number of params | 68,471,608 | — | Unverified |
| 3 | RevGNN-Deep | Number of params | 20,031,384 | — | Unverified |
| 4 | GIPA(Wide&Deep) | Number of params | 17,438,716 | — | Unverified |
| 5 | Node2vec | Number of params | 17,094,000 | — | Unverified |
| 6 | GAT+BOT+NGNN | Number of params | 11,740,552 | — | Unverified |
| 7 | AGDN | Number of params | 8,605,486 | — | Unverified |
| 8 | GAT + labels + node2vec | Number of params | 6,360,470 | — | Unverified |
| 9 | GIPA | Number of params | 4,831,056 | — | Unverified |
| 10 | GAT | Number of params | 2,943,472 | — | Unverified |