Cross-Domain Recommendation on Douban Movie → Book
41.36HRCICDOR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CICDOREmbedding Dimension=64, Setting=IID2025.05 | 41.36 | 24.5 | — | — | |
| DT3OREmbedding Dimension=64, Setting=IID2025.05 | 39.84 | 22.89 | — | — | |
| CUTEmbedding Dimension=64, Setting=IID2025.05 | 39.15 | 22.41 | — | — | |
| DCCLEmbedding Dimension=64, Setting=IID2025.05 | 38.7 | 21.95 | — | — | |
| CausalDiffRecEmbedding Dimension=64, Setting=IID2025.05 | 38.57 | 21.84 | — | — | |
| CDCOREmbedding Dimension=64, Setting=IID2025.05 | 38.21 | 21.72 | — | — | |
| InvCFEmbedding Dimension=64, Setting=IID2025.05 | 37.39 | 21.25 | — | — | |
| DR-GNNEmbedding Dimension=64, Setting=IID2025.05 | 37.09 | 20.54 | — | — | |
| DICEEmbedding Dimension=64, Setting=IID2025.05 | 36.98 | 20.89 | — | — | |
| COREmbedding Dimension=64, Setting=IID2025.05 | 36.46 | 20.62 | — | — | |
| PTUPCDREmbedding Dimension=64, Setting=IID2025.05 | 34.72 | 19.76 | — | — | |
| PopGoEmbedding Dimension=64, Setting=IID2025.05 | 34.58 | 19.63 | — | — | |
| CausPrefEmbedding Dimension=64, Setting=IID2025.05 | 33.34 | 19.01 | — | — | |
| S2CDR2026.03 | 31.72 | 18.13 | — | — | |
| PGSP2026.03 | 29.56 | 17.34 | — | — | |
| DMCDR2026.03 | 28.25 | 16.24 | — | — | |
| UDMCF2026.03 | 27.78 | 15.43 | — | — | |
| CDRIB2026.03 | 26.28 | 13.75 | — | — | |
| PTUPCDR2026.03 | 25.9 | 13.56 | — | — | |
| GF-CF2026.03 | 25.8 | 15.66 | — | — | |
| BiTGCF2026.03 | 25.78 | 13.49 | — | — | |
| DOML2026.03 | 25.53 | 13.2 | — | — | |
| LACDR2026.03 | 25.27 | 12.98 | — | — | |
| TMCDR2026.03 | 25.14 | 12.85 | — | — | |
| SSCDR2026.03 | 24.62 | 12.64 | — | — | |
| DCDCSR2026.03 | 24.09 | 12.21 | — | — | |
| EMCDR2026.03 | 23.42 | 11.93 | — | — | |
| NeuMF2026.03 | 22.76 | 11.05 | — | — | |
| CausalDiffRecEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 35.33 | 18.71 | |
| CausPrefEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 28.56 | 15.53 | |
| CDCOREmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 34.86 | 18.49 | |
| CICDOREmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 39.23 | 22.44 | |
| COREmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 30.15 | 16.79 | |
| CUTEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 28.32 | 15.47 | |
| DCCLEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 34.62 | 18.37 | |
| DICEEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 30.43 | 16.98 | |
| DR-GNNEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 34.18 | 18.31 | |
| DT3OREmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 36.6 | 19.97 | |
| InvCFEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 31.94 | 17.57 | |
| PopGoEmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 29.18 | 16.06 | |
| PTUPCDREmbedding Dimension=64, Setting=OOD #12025.05 | — | — | 30.25 | 16.84 |