Metric: Recall@20 (higher is better)
| # | Model↕ | Recall@20▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RLAE-DAN | 0.1922 | No | Why is Normalization Necessary for Linear Recomm... | 2025-04-08 | Code |
| 2 | BSPM-EM | 0.192 | No | Blurring-Sharpening Process Models for Collabora... | 2022-11-17 | Code |
| 3 | NESCL | 0.1917 | No | Neighborhood-Enhanced Supervised Contrastive Lea... | 2024-02-18 | Code |
| 4 | BSPM-LM | 0.1901 | No | Blurring-Sharpening Process Models for Collabora... | 2022-11-17 | Code |
| 5 | LT-OCF | 0.1875 | No | LT-OCF: Learnable-Time ODE-based Collaborative F... | 2021-08-08 | Code |
| 6 | SimpleX | 0.1872 | No | SimpleX: A Simple and Strong Baseline for Collab... | 2021-09-26 | Code |
| 7 | MGDCF | 0.1864 | No | MGDCF: Distance Learning via Markov Graph Diffus... | 2022-04-05 | Code |
| 8 | Emb-GCN | 0.1862 | No | UltraGCN: Ultra Simplification of Graph Convolut... | 2021-10-28 | Code |
| 9 | LightGCN | 0.183 | No | LightGCN: Simplifying and Powering Graph Convolu... | 2020-02-06 | Code |
| 10 | SSCF | 0.1775 | No | Sapling Similarity: a performing and interpretab... | 2022-10-13 | Code |
| 11 | NGCF | 0.157 | No | Neural Graph Collaborative Filtering | 2019-05-20 | Code |