Metric: Recall@20 (higher is better)
| # | Model↕ | Recall@20▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | NESCL | 0.0743 | No | Neighborhood-Enhanced Supervised Contrastive Lea... | 2024-02-18 | Code |
| 2 | BSPM-EM | 0.072 | No | Blurring-Sharpening Process Models for Collabora... | 2022-11-17 | Code |
| 3 | BSPM-LM | 0.0713 | No | Blurring-Sharpening Process Models for Collabora... | 2022-11-17 | Code |
| 4 | RLAE-DAN | 0.0706 | No | Why is Normalization Necessary for Linear Recomm... | 2025-04-08 | Code |
| 5 | SimpleX | 0.0701 | No | SimpleX: A Simple and Strong Baseline for Collab... | 2021-09-26 | Code |
| 6 | UltraGCN | 0.0683 | No | UltraGCN: Ultra Simplification of Graph Convolut... | 2021-10-28 | Code |
| 7 | SGL | 0.0675 | No | Self-supervised Graph Learning for Recommendation | 2020-10-21 | Code |
| 8 | LT-OCF | 0.0671 | No | LT-OCF: Learnable-Time ODE-based Collaborative F... | 2021-08-08 | Code |
| 9 | LightGCN | 0.0649 | No | LightGCN: Simplifying and Powering Graph Convolu... | 2020-02-06 | Code |