Metric: Recall@50 (higher is better)
| # | Model↕ | Recall@50▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RecVAE | 0.553 | No | RecVAE: a New Variational Autoencoder for Top-N ... | 2019-12-24 | Code |
| 2 | VASP | 0.552 | Yes | Deep Variational Autoencoder with Shallow Parall... | 2021-02-10 | Code |
| 3 | H+Vamp Gated | 0.55109 | Yes | Enhancing VAEs for Collaborative Filtering: Flex... | 2019-11-03 | Code |
| 4 | RaCT | 0.543 | No | Towards Amortized Ranking-Critical Training for ... | 2019-06-10 | Code |
| 5 | Mult-VAE PR | 0.537 | No | Variational Autoencoders for Collaborative Filte... | 2018-02-16 | Code |
| 6 | Mult-DAE | 0.524 | No | Variational Autoencoders for Collaborative Filte... | 2018-02-16 | Code |
| 7 | EASE | 0.521 | No | Embarrassingly Shallow Autoencoders for Sparse D... | 2019-05-08 | Code |
| 8 | LED | 0.516 | No | Lightweight representation learning for efficien... | 2021-01-04 | Code |
| 9 | CML | 0.4665 | No | - | - | Code |
| 10 | KGNN-LS | 0.321 | No | Knowledge-aware Graph Neural Networks with Label... | 2019-05-11 | Code |