Cross-domain Out-of-Distribution Recommendation on Amazon Elec -> Cloth OOD #2
65.84HR@10CICDOR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CICDOR2025.05 | 65.84 | 38.67 | |
| CICDORvariant=w/ gpt2qwen2025.05 | 65.36 | 37.95 | |
| CICDORvariant=w/ gpt2glm2025.05 | 64.88 | 37.42 | |
| CICDORvariant=w/ direct-LLM2025.05 | 63.85 | 36.24 | |
| DT3OR2025.05 | 62.39 | 35.7 | |
| CICDORvariant=w/o confounder2025.05 | 61.66 | 34.89 | |
| CICDORvariant=w/o specific-level2025.05 | 61.4 | 34.73 | |
| CICDORvariant=w/o shared-level2025.05 | 61.21 | 34.67 | |
| CausalDiffRec2025.05 | 60.89 | 33.94 | |
| CDCOR2025.05 | 60.44 | 33.81 | |
| DCCL2025.05 | 59.48 | 33.85 | |
| DR-GNN2025.05 | 57.92 | 32.58 | |
| CICDORvariant=w/o dual-level2025.05 | 56.48 | 31.85 | |
| InvCF2025.05 | 54.41 | 30.17 | |
| DICE2025.05 | 53.11 | 29.46 | |
| COR2025.05 | 51.84 | 27.78 | |
| PTUPCDR2025.05 | 51.07 | 27.63 | |
| PopGo2025.05 | 50.22 | 27.55 | |
| CUT2025.05 | 49.65 | 27.26 | |
| CausPref2025.05 | 48.73 | 26.82 |