Recommendation on Office
0.2329NDCG@5Self-EvolveRec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Self-EvolveRecSeed Recommender=SASRec2026.02 | 0.2329 | — | 0.3218 | — | — | — | |
| AlphaEvolveSeed Recommender=SASRec2026.02 | 0.1939 | — | 0.275 | — | — | — | |
| Self-EvolveRecSeed Recommender=NGCF2026.02 | 0.193 | — | 0.2743 | — | — | — | |
| Self-EvolveRecSeed Recommender=MoRec2026.02 | 0.1884 | — | 0.2703 | — | — | — | |
| Seed Recommender ModelSeed Recommender=MoRec2026.02 | 0.1851 | — | 0.2689 | — | — | — | |
| AlphaEvolveSeed Recommender=MoRec2026.02 | 0.1848 | — | 0.2633 | — | — | — | |
| DeepEvolveSeed Recommender=SASRec2026.02 | 0.1816 | — | 0.2631 | — | — | — | |
| DeepEvolveSeed Recommender=NGCF2026.02 | 0.1805 | — | 0.2591 | — | — | — | |
| AlphaEvolveSeed Recommender=NGCF2026.02 | 0.1799 | — | 0.2634 | — | — | — | |
| Seed Recommender ModelSeed Recommender=SASRec2026.02 | 0.1799 | — | 0.2526 | — | — | — | |
| Self-EvolveRecSeed Recommender=NCF2026.02 | 0.1759 | — | 0.2659 | — | — | — | |
| AlphaEvolveSeed Recommender=NCF2026.02 | 0.1751 | — | 0.2523 | — | — | — | |
| AutoFISCategory=NAS2026.02 | 0.1714 | — | 0.249 | — | — | — | |
| Seed Recommender ModelSeed Recommender=NGCF2026.02 | 0.1711 | — | 0.2494 | — | — | — | |
| DeepEvolveSeed Recommender=NCF2026.02 | 0.1705 | — | 0.2548 | — | — | — | |
| DeepEvolveSeed Recommender=MoRec2026.02 | 0.1697 | — | 0.2447 | — | — | — | |
| Seed Recommender ModelSeed Recommender=NCF2026.02 | 0.162 | — | 0.2343 | — | — | — | |
| NASRecCategory=NAS2026.02 | 0.1377 | — | 0.207 | — | — | — | |
| MSLEnhanced with TCA=true2026.01 | 0.0544 | 0.0584 | 0.0692 | 0.0813 | — | — | |
| MSLEnhanced with TCA=false2026.01 | 0.0509 | 0.0547 | 0.0662 | 0.078 | — | — | |
| SASRec2026.01 | 0.0497 | 0.0524 | 0.0708 | 0.0792 | — | — | |
| LlaraEnhanced with TCA=true2026.01 | 0.049 | 0.0529 | 0.0614 | 0.0736 | — | — | |
| CollmEnhanced with TCA=true2026.01 | 0.0476 | 0.052 | 0.0604 | 0.0744 | — | — | |
| TallRecEnhanced with TCA=true2026.01 | 0.0451 | 0.0475 | 0.0552 | 0.0626 | — | — | |
| CollmEnhanced with TCA=false2026.01 | 0.0398 | 0.0437 | 0.0524 | 0.0641 | — | — | |
| LlaraEnhanced with TCA=false2026.01 | 0.0383 | 0.0424 | 0.0512 | 0.0638 | — | — | |
| TallRecEnhanced with TCA=false2026.01 | 0.038 | 0.0427 | 0.0494 | 0.064 | — | — | |
| BERT4Rec2026.01 | 0.0287 | 0.0327 | 0.0392 | 0.0546 | — | — | |
| RLMRec2026.01 | 0.0104 | 0.0131 | 0.0147 | 0.0231 | — | — | |
| LightGCN2026.01 | 0.0036 | 0.0045 | 0.0076 | 0.0119 | — | — | |
| AlphaRec2026.01 | 0.0024 | 0.0071 | 0.0088 | 0.0111 | — | — | |
| AdaptiveMethod=Memorization-aware Adaptive Ensemble2026.03 | — | — | — | — | 0.0264 | 0.0461 | |
| BM32026.02 | — | — | — | 0.0706 | — | — | |
| DualGNN2026.02 | — | — | — | 0.085 | — | — | |
| E-MMKGR2026.02 | — | — | — | 0.1061 | — | — | |
| Fixed-weightMethod=Fixed-weight Ensemble2026.03 | — | — | — | — | 0.0261 | 0.0456 | |
| FREEDOM2026.02 | — | — | — | 0.093 | — | — | |
| GRCN2026.02 | — | — | — | 0.0856 | — | — | |
| LATTICE2026.02 | — | — | — | 0.092 | — | — | |
| LGMRec2026.02 | — | — | — | 0.0963 | — | — | |
| LightGCN2026.02 | — | — | — | 0.0767 | — | — | |
| SASRecMethod=Base Model2026.03 | — | — | — | — | 0.019 | 0.0241 | |
| TIGERMethod=Base Model2026.03 | — | — | — | — | 0.0254 | 0.0306 |