Top-N Recommendation on MovieLens 2024 (test 20% temporal hold-out)
0.1089nDCG@10GraphTM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GraphTMclauses=2000, T=10,000, s=10.0, HV size=4096, HV bits=256, message size=256, message bits=22025.07 | 0.1089 | 0.596 | 521 | |
| ItemKNNtype=Nearest neighbor-based2025.07 | 0.1083 | 0.5776 | 1,231 | |
| UserKNNtype=Nearest neighbor-based2025.07 | 0.1007 | 0.5336 | 1,844 | |
| MultiDAEtype=Model-based2025.07 | 0.0969 | 0.5576 | 1,401 | |
| BPRMFtype=Model-based2025.07 | 0.0828 | 0.4498 | 106 | |
| NeuMFtype=Model-based2025.07 | 0.0661 | 0.4444 | 111 | |
| StdTMclauses=2,000, maximum literals=32, T=10,000, s=10.02025.07 | 0.0487 | 0.3684 | 257 | |
| MostPoptype=Heuristic2025.07 | 0.0364 | 0.2942 | 10 | |
| Randomtype=Heuristic2025.07 | 0.0052 | 0.0873 | 3,582 |