Leaderboards for THG Link Property Prediction

Check leaderboards for

- thgl-software

- thgl-forum

- thgl-github

- thgl-myket

The bold method name indicates that the implementation is official (by the author of the original paper).
Package denotes the required package version for each dataset to be eligible for the leaderboard.

Leaderboard for thgl-software

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 STHN 0.731 ± 0.005 0.764 ± 0.025 TGB team Paper, Code June 11th, 2024
2 EdgeBank(unlimited) 0.449 0.399 TGB team Paper, Code June 11th, 2024
3 TGN(edge type) 0.424 ± 0.013 0.376 ± 0.010 TGB team Paper, Code June 11th, 2024
4 TGN 0.324 ± 0.017 0.299 ± 0.012 TGB team Paper, Code June 11th, 2024
5 EdgeBank(tw) 0.288 0.279 TGB team Paper, Code June 11th, 2024
6 Recurrency Baseline(default) 0.099 0.106 TGB team Paper, Code June 11th, 2024

Leaderboard for thgl-forum

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 TGN(edge type) 0.729 ± 0.009 0.767 ± 0.005 TGB team Paper, Code June 11th, 2024
2 TGN 0.649 ± 0.097 0.598 ± 0.086 TGB team Paper, Code June 11th, 2024
3 EdgeBank(unlimited) 0.617 0.612 TGB team Paper, Code June 11th, 2024
4 Recurrency Baseline(default) 0.561 0.552 TGB team Paper, Code June 11th, 2024
6 EdgeBank(tw) 0.534 0.534 TGB team Paper, Code June 11th, 2024

Leaderboard for thgl-github

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 EdgeBank(unlimited) 0.413 0.403 TGB team Paper, Code June 11th, 2024
2 EdgeBank(tw) 0.374 0.355 TGB team Paper, Code June 11th, 2024

Leaderboard for thgl-myket

The MRR score on the test and validation sets. The higher, the better.

Package: >=2.0.0

Rank Method Test MRR Validation MRR Contact References Date
1 EdgeBank(unlimited) 0.456 0.430 TGB team Paper, Code June 11th, 2024
2 EdgeBank(tw) 0.245 0.248 TGB team Paper, Code June 11th, 2024