UltraGCN

Reported on 6 benchmarks across 1 task · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Miscellaneous6 results

Collaborative FilteringonGowalla
NDCG@20· 2021-10-28
0.158
best: 0.1617 (NESCL)
SOTA
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation arXiv:2110.15114
Collaborative FilteringonMovieLens 1M
Recall@20· 2021-10-28
0.2787
SOTA
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation arXiv:2110.15114
Collaborative FilteringonGowalla
Recall@20· 2021-10-28
0.1862
best: 0.1922 (RLAE-DAN)
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation arXiv:2110.15114
Collaborative FilteringonYelp2018
NDCG@20· 2021-10-28
0.0561
best: 0.0611 (NESCL)
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation arXiv:2110.15114
Collaborative FilteringonYelp2018
Recall@20· 2021-10-28
0.0683
best: 0.0743 (NESCL)
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation arXiv:2110.15114
Collaborative FilteringonMovieLens 1M
NDCG@20· 2021-10-28
0.2642
best: 0.267 (SimpleX)
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation arXiv:2110.15114