Metric: NDCG@20 (higher is better)
| # | Model↕ | NDCG@20▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | NESCL | 0.1617 | No | Neighborhood-Enhanced Supervised Contrastive Lea... | 2024-02-18 | Code |
| 2 | RLAE-DAN | 0.1605 | No | Why is Normalization Necessary for Linear Recomm... | 2025-04-08 | Code |
| 3 | BSPM-EM | 0.1597 | No | Blurring-Sharpening Process Models for Collabora... | 2022-11-17 | Code |
| 4 | UltraGCN | 0.158 | No | UltraGCN: Ultra Simplification of Graph Convolut... | 2021-10-28 | Code |
| 5 | LT-OCF | 0.1574 | No | LT-OCF: Learnable-Time ODE-based Collaborative F... | 2021-08-08 | Code |
| 6 | BSPM-LM | 0.157 | No | Blurring-Sharpening Process Models for Collabora... | 2022-11-17 | Code |
| 7 | SimpleX | 0.1557 | No | SimpleX: A Simple and Strong Baseline for Collab... | 2021-09-26 | Code |
| 8 | LightGCN | 0.1554 | No | LightGCN: Simplifying and Powering Graph Convolu... | 2020-02-06 | Code |
| 9 | GF-CF | 0.1518 | No | How Powerful is Graph Convolution for Recommenda... | 2021-08-17 | Code |