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 | MGDCF | 0.0699 | No | MGDCF: Distance Learning via Markov Graph Diffus... | 2022-04-05 | Code |
| 7 | Turbo-CF | 0.0693 | No | Turbo-CF: Matrix Decomposition-Free Graph Filter... | 2024-04-22 | Code |
| 8 | LT-OCF | 0.0671 | No | LT-OCF: Learnable-Time ODE-based Collaborative F... | 2021-08-08 | Code |
| 9 | SSCF | 0.0664 | No | Sapling Similarity: a performing and interpretab... | 2022-10-13 | Code |
| 10 | LightGCN | 0.0649 | No | LightGCN: Simplifying and Powering Graph Convolu... | 2020-02-06 | Code |