Cross-domain Out-of-Distribution Recommendation on Douban Movie -> Book OOD #3
42.98HR@10CICDOR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CICDOR2025.05 | 42.98 | 24.93 | |
| CICDORvariant=w/ gpt2qwen2025.05 | 42.66 | 24.53 | |
| CICDORvariant=w/ gpt2glm2025.05 | 42.4 | 24.25 | |
| CICDORvariant=w/ direct-LLM2025.05 | 41.63 | 23.81 | |
| DT3OR2025.05 | 40.71 | 22.89 | |
| CICDORvariant=w/o confounder2025.05 | 40.32 | 22.77 | |
| CICDORvariant=w/o specific-level2025.05 | 39.94 | 22.72 | |
| CICDORvariant=w/o shared-level2025.05 | 39.71 | 22.68 | |
| CausalDiffRec2025.05 | 39.19 | 22.42 | |
| CDCOR2025.05 | 38.85 | 21.96 | |
| DCCL2025.05 | 38.12 | 21.65 | |
| DR-GNN2025.05 | 38.03 | 21.62 | |
| CICDORvariant=w/o dual-level2025.05 | 36.8 | 20.51 | |
| InvCF2025.05 | 36.1 | 19.87 | |
| COR2025.05 | 34.23 | 18.39 | |
| DICE2025.05 | 34.06 | 18.27 | |
| PTUPCDR2025.05 | 33.74 | 17.91 | |
| CUT2025.05 | 32.48 | 17.57 | |
| PopGo2025.05 | 31.97 | 17.26 | |
| CausPref2025.05 | 31.64 | 17.81 |