Recommendation on CDs
0.6857NDCG@5SASRec
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SASRecSampling Strategy=full2026.01 | 0.6857 | — | — | — | — | — | 0.3509 | 0.7374 | — | |
| STEAM2026.01 | 0.5307 | — | — | — | — | — | 0.32 | 0.5982 | — | |
| BPRSampling Strategy=full2026.01 | 0.4191 | — | — | — | — | — | 0.1754 | 0.5236 | — | |
| SASRecSampling Strategy=sample2026.01 | 0.4044 | — | — | — | — | — | 0.1935 | 0.4243 | — | |
| Self-EvolveRecSeed Recommender=MoRec2026.02 | 0.3977 | — | — | — | — | — | — | — | 0.534 | |
| AgentCF2026.01 | 0.3915 | — | — | — | — | — | 0.17 | 0.5084 | — | |
| AFL2026.01 | 0.3908 | — | — | — | — | — | 0.21 | 0.5266 | — | |
| Self-EvolveRecSeed Recommender=SASRec2026.02 | 0.3865 | — | — | — | — | — | — | — | 0.5274 | |
| Self-EvolveRecSeed Recommender=NGCF2026.02 | 0.3721 | — | — | — | — | — | — | — | 0.4974 | |
| DeepEvolveSeed Recommender=MoRec2026.02 | 0.3701 | — | — | — | — | — | — | — | 0.4864 | |
| DeepEvolveSeed Recommender=SASRec2026.02 | 0.361 | — | — | — | — | — | — | — | 0.487 | |
| Seed Recommender ModelSeed Recommender=SASRec2026.02 | 0.3559 | — | — | — | — | — | — | — | 0.4676 | |
| AlphaEvolveSeed Recommender=SASRec2026.02 | 0.3528 | — | — | — | — | — | — | — | 0.4623 | |
| AlphaEvolveSeed Recommender=NGCF2026.02 | 0.3449 | — | — | — | — | — | — | — | 0.4896 | |
| Seed Recommender ModelSeed Recommender=NGCF2026.02 | 0.3446 | — | — | — | — | — | — | — | 0.4924 | |
| DeepEvolveSeed Recommender=NGCF2026.02 | 0.328 | — | — | — | — | — | — | — | 0.4465 | |
| BPRSampling Strategy=sample2026.01 | 0.3093 | — | — | — | — | — | 0.1123 | 0.4126 | — | |
| Self-EvolveRecSeed Recommender=NCF2026.02 | 0.2723 | — | — | — | — | — | — | — | 0.3799 | |
| Seed Recommender ModelSeed Recommender=MoRec2026.02 | 0.2558 | — | — | — | — | — | — | — | 0.3779 | |
| AlphaEvolveSeed Recommender=NCF2026.02 | 0.2556 | — | — | — | — | — | — | — | 0.3477 | |
| BM252026.01 | 0.2463 | — | — | — | — | — | 0.1267 | 0.2197 | — | |
| DeepEvolveSeed Recommender=NCF2026.02 | 0.2421 | — | — | — | — | — | — | — | 0.3497 | |
| AlphaEvolveSeed Recommender=MoRec2026.02 | 0.2414 | — | — | — | — | — | — | — | 0.3607 | |
| Pop2026.01 | 0.2359 | — | — | — | — | — | 0.1037 | 0.3031 | — | |
| Seed Recommender ModelSeed Recommender=NCF2026.02 | 0.2312 | — | — | — | — | — | — | — | 0.2979 | |
| InteRecAgent2026.01 | 0.2188 | — | — | — | — | — | 0.06 | 0.3026 | — | |
| AutoFISCategory=NAS2026.02 | 0.2077 | — | — | — | — | — | — | — | 0.304 | |
| NASRecCategory=NAS2026.02 | 0.2026 | — | — | — | — | — | — | — | 0.2989 | |
| LLMRank2026.01 | 0.1777 | — | — | — | — | — | 0.05 | 0.2625 | — | |
| APDA2024.01 | — | 0.1379 | 0.194 | 0.071 | 0.3265 | 0.2763 | — | — | — | |
| HetroFairmode=proposed2024.01 | — | 0.1449 | 0.2017 | 0.0747 | 0.2972 | 0.2264 | — | — | — | |
| HetroFair (w/o Hetro)mode=ablation2024.01 | — | 0.1346 | 0.1882 | 0.068 | 0.3266 | 0.2495 | — | — | — | |
| LightGCN2024.01 | — | 0.1231 | 0.1715 | 0.0611 | 0.3304 | 0.2824 | — | — | — | |
| PC2024.01 | — | 0.1245 | 0.176 | 0.0617 | 0.327 | 0.2974 | — | — | — | |
| PopGo2024.01 | — | 0.1228 | 0.1752 | 0.0607 | 0.4487 | 0.253 | — | — | — | |
| r-AdjNorm2024.01 | — | 0.1178 | 0.1638 | 0.0563 | 0.3262 | 0.3193 | — | — | — | |
| Reg2024.01 | — | 0.123 | 0.1723 | 0.0611 | 0.3287 | 0.3069 | — | — | — |