Cross-domain Out-of-Distribution Recommendation on Douban Movie -> Book OOD #2
39.51HR@10CICDOR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CICDOR2025.05 | 39.51 | 22.64 | |
| CICDORvariant=w/ gpt2qwen2025.05 | 39.12 | 22.38 | |
| CICDORvariant=w/ gpt2glm2025.05 | 38.83 | 21.94 | |
| CICDORvariant=w/ direct-LLM2025.05 | 38.16 | 21.69 | |
| DT3OR2025.05 | 37.13 | 20.68 | |
| CICDORvariant=w/o confounder2025.05 | 36.89 | 20.54 | |
| CICDORvariant=w/o specific-level2025.05 | 36.75 | 20.03 | |
| CICDORvariant=w/o shared-level2025.05 | 36.44 | 19.97 | |
| CausalDiffRec2025.05 | 35.95 | 19.81 | |
| CDCOR2025.05 | 35.86 | 19.74 | |
| DCCL2025.05 | 35.24 | 18.68 | |
| DR-GNN2025.05 | 34.79 | 18.45 | |
| CICDORvariant=w/o dual-level2025.05 | 33.68 | 17.86 | |
| InvCF2025.05 | 32.53 | 17.61 | |
| DICE2025.05 | 31.46 | 17.35 | |
| COR2025.05 | 31.15 | 17.16 | |
| PTUPCDR2025.05 | 31.08 | 17.14 | |
| PopGo2025.05 | 29.88 | 16.52 | |
| CUT2025.05 | 29.67 | 16.42 | |
| CausPref2025.05 | 29.11 | 16.04 |