Leaderboards for Dynamic Node Property Prediction

Check leaderboards for

- tgbn-trade-v1

- tgbn-genre-v1

- tgbn-reddit-v1

These are outdated version of leaderboard, for the up to date ones please check (Leaderboard)

Leaderboard for tgbn-trade-v1

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

Package: <0.8.0

Rank Method Test NDCG@10 (%) Validation NDCG@10 (%) Contact References Date
1 Persistent Forecast 0.386 0.405 TGB team Paper, Code June 7th, 2023
2 Moving Average 0.371 0.396 TGB team Paper, Code June 7th, 2023
3 DyRep 0.169 ± 0.001 0.186 ± 0.001 TGB team Paper, Code June 7th, 2023
4 TGN 0.168 ± 0.001 0.185 ± 0.002 TGB team Paper, Code June 7th, 2023

Leaderboard for tgbn-genre-v1

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

Package: <0.8.0

Rank Method Test NDCG@10 (%) Validation NDCG@10 (%) Contact References Date
1 TGN 0.196 ± 0.011 0.176 ± 0.005 TGB team Paper, Code June 7th, 2023
2 Moving Average 0.193 0.164 TGB team Paper, Code June 7th, 2023
3 DyRep 0.181 ± 0.001 0.159 ± 0.001 TGB team Paper, Code June 7th, 2023
4 Persistent Forecast 0.126 0.107 TGB team Paper, Code June 7th, 2023

Leaderboard for tgbn-reddit-v1

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

Package: <0.8.0

Rank Method Test NDCG@10 (e-4) Validation NDCG@10 (e-4) Contact References Date
1 Moving Average 0.831 0.847 TGB team Paper, Code June 7th, 2023
2 Persistent Forecast 0.548 0.561 TGB team Paper, Code June 7th, 2023
3 DyRep 0.464 ± 0.001 0.508 ± 0.001 TGB team Paper, Code June 7th, 2023
4 TGN 0.446 ± 0.078 0.559 ± 0.005 TGB team Paper, Code June 7th, 2023