Metric: Recall@20 (higher is better)
| # | Model↕ | Recall@20▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Multi-Gradient Descent | 0.418 | No | Multi-Gradient Descent for Multi-Objective Recom... | 2019-12-09 | Code |
| 2 | RecVAE | 0.414 | No | RecVAE: a New Variational Autoencoder for Top-N ... | 2019-12-24 | Code |
| 3 | VASP | 0.414 | Yes | Deep Variational Autoencoder with Shallow Parall... | 2021-02-10 | Code |
| 4 | H+Vamp Gated | 0.41308 | Yes | Enhancing VAEs for Collaborative Filtering: Flex... | 2019-11-03 | Code |
| 5 | RaCT | 0.403 | No | Towards Amortized Ranking-Critical Training for ... | 2019-06-10 | Code |
| 6 | Mult-VAE PR | 0.395 | No | Variational Autoencoders for Collaborative Filte... | 2018-02-16 | Code |
| 7 | EASE | 0.391 | No | Embarrassingly Shallow Autoencoders for Sparse D... | 2019-05-08 | Code |
| 8 | Mult-DAE | 0.387 | No | Variational Autoencoders for Collaborative Filte... | 2018-02-16 | Code |
| 9 | LED | 0.375 | No | Lightweight representation learning for efficien... | 2021-01-04 | Code |