| Paper | Code | NDCG@20 | Recall@20 | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering | ✓ Link | 0.0611 | 0.0743 | NESCL | 2024-02-18 |
| Blurring-Sharpening Process Models for Collaborative Filtering | ✓ Link | 0.0593 | 0.0720 | BSPM-EM | 2022-11-17 |
| Why is Normalization Necessary for Linear Recommenders? | ✓ Link | 0.0587 | 0.0706 | RLAE-DAN | 2025-04-08 |
| Blurring-Sharpening Process Models for Collaborative Filtering | ✓ Link | 0.0584 | 0.0713 | BSPM-LM | 2022-11-17 |
| SimpleX: A Simple and Strong Baseline for Collaborative Filtering | ✓ Link | 0.0575 | 0.0701 | SimpleX | 2021-09-26 |
| UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation | ✓ Link | 0.0561 | 0.0683 | UltraGCN | 2021-10-28 |
| Self-supervised Graph Learning for Recommendation | ✓ Link | 0.0555 | 0.0675 | SGL | 2020-10-21 |
| LT-OCF: Learnable-Time ODE-based Collaborative Filtering | ✓ Link | 0.0549 | 0.0671 | LT-OCF | 2021-08-08 |
| LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation | ✓ Link | 0.0530 | 0.0649 | LightGCN | 2020-02-06 |