Recommendation on Electronics
1.96MRR@20SmoothI@K
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SmoothI@KBackbone=LGCN2026.01 | 1.96 | — | — | — | — | — | 3.62 | — | — | |
| TalosBackbone=MF2026.01 | 1.9 | — | — | — | — | — | 3.61 | — | — | |
| TalosBackbone=LGCN2026.01 | 1.9 | — | — | — | — | — | 3.63 | — | — | |
| TalosBackbone=XSimGCL2026.01 | 1.89 | — | — | — | — | — | 3.59 | — | — | |
| PSLBackbone=MF2026.01 | 1.83 | — | — | — | — | — | 3.5 | — | — | |
| PSLBackbone=XSimGCL2026.01 | 1.81 | — | — | — | — | — | 3.48 | — | — | |
| LLPAUCBackbone=XSimGCL2026.01 | 1.81 | — | — | — | — | — | 3.47 | — | — | |
| SmoothI@KBackbone=MF2026.01 | 1.8 | — | — | — | — | — | 3.29 | — | — | |
| AdvInfoNCEBackbone=MF2026.01 | 1.8 | — | — | — | — | — | 3.41 | — | — | |
| PSLBackbone=LGCN2026.01 | 1.79 | — | — | — | — | — | 3.43 | — | — | |
| LLPAUCBackbone=LGCN2026.01 | 1.79 | — | — | — | — | — | 3.46 | — | — | |
| BSLBackbone=MF2026.01 | 1.77 | — | — | — | — | — | 3.41 | — | — | |
| BPRBackbone=XSimGCL2026.01 | 1.77 | — | — | — | — | — | 3.39 | — | — | |
| SLBackbone=LGCN2026.01 | 1.76 | — | — | — | — | — | 3.4 | — | — | |
| SLBackbone=MF2026.01 | 1.75 | — | — | — | — | — | 3.39 | — | — | |
| BSLBackbone=LGCN2026.01 | 1.75 | — | — | — | — | — | 3.38 | — | — | |
| AdvInfoNCEBackbone=LGCN2026.01 | 1.75 | — | — | — | — | — | 3.38 | — | — | |
| SLBackbone=XSimGCL2026.01 | 1.75 | — | — | — | — | — | 3.38 | — | — | |
| AdvInfoNCEBackbone=XSimGCL2026.01 | 1.75 | — | — | — | — | — | 3.37 | — | — | |
| BSLBackbone=XSimGCL2026.01 | 1.68 | — | — | — | — | — | 3.3 | — | — | |
| BPRBackbone=MF2026.01 | 1.55 | — | — | — | — | — | 3.03 | — | — | |
| LLPAUCBackbone=MF2026.01 | 1.34 | — | — | — | — | — | 2.85 | — | — | |
| AATPBackbone=XSimGCL2026.01 | 1.34 | — | — | — | — | — | 2.64 | — | — | |
| BPRBackbone=LGCN2026.01 | 1.28 | — | — | — | — | — | 2.51 | — | — | |
| SmoothI@KBackbone=XSimGCL2026.01 | 1.18 | — | — | — | — | — | 2.24 | — | — | |
| RS@KBackbone=LGCN2026.01 | 1.03 | — | — | — | — | — | 1.95 | — | — | |
| RS@KBackbone=XSimGCL2026.01 | 1 | — | — | — | — | — | 1.95 | — | — | |
| AATPBackbone=LGCN2026.01 | 0.69 | — | — | — | — | — | 1.44 | — | — | |
| AATPBackbone=MF2026.01 | 0.65 | — | — | — | — | — | 1.35 | — | — | |
| RS@KBackbone=MF2026.01 | 0.5 | — | — | — | — | — | 0.88 | — | — | |
| AlphaEvolveSeed Recommender=NCF2026.02 | — | — | — | — | — | — | — | 11.83 | 17.33 | |
| AlphaEvolveSeed Recommender=NGCF2026.02 | — | — | — | — | — | — | — | 18.08 | 25.9 | |
| AlphaEvolveSeed Recommender=SASRec2026.02 | — | — | — | — | — | — | — | 20.63 | 28.91 | |
| AlphaEvolveSeed Recommender=MoRec2026.02 | — | — | — | — | — | — | — | 19.12 | 26.75 | |
| APDA2024.01 | — | 5.17 | 7.08 | 2.5 | 55.48 | 56.92 | — | — | — | |
| AutoFISCategory=NAS2026.02 | — | — | — | — | — | — | — | 17.53 | 24.56 | |
| DeepEvolveSeed Recommender=NCF2026.02 | — | — | — | — | — | — | — | 18.17 | 26 | |
| DeepEvolveSeed Recommender=NGCF2026.02 | — | — | — | — | — | — | — | 17.26 | 23.85 | |
| DeepEvolveSeed Recommender=SASRec2026.02 | — | — | — | — | — | — | — | 25.08 | 34.27 | |
| DeepEvolveSeed Recommender=MoRec2026.02 | — | — | — | — | — | — | — | 19.38 | 27.45 | |
| HetroFairmode=proposed2024.01 | — | 5.25 | 7.33 | 2.56 | 46 | 44.62 | — | — | — | |
| HetroFair (w/o Hetro)mode=ablation2024.01 | — | 4.88 | 6.76 | 2.32 | 50.2 | 48.05 | — | — | — | |
| LightGCN2024.01 | — | 4.63 | 6.45 | 2.21 | 52.16 | 54.17 | — | — | — | |
| NASRecCategory=NAS2026.02 | — | — | — | — | — | — | — | 17.06 | 24.44 | |
| PC2024.01 | — | 4.22 | 6.1 | 2.03 | 49.19 | 53.25 | — | — | — | |
| PopGo2024.01 | — | 4.95 | 6.87 | 2.36 | 52.08 | 50.86 | — | — | — | |
| r-AdjNorm2024.01 | — | 4.61 | 6.4 | 2.19 | 53 | 56.61 | — | — | — | |
| Reg2024.01 | — | 4.07 | 5.52 | 1.88 | 47.79 | 50.77 | — | — | — | |
| Seed Recommender ModelSeed Recommender=NCF2026.02 | — | — | — | — | — | — | — | 10.78 | 16.1 | |
| Seed Recommender ModelSeed Recommender=NGCF2026.02 | — | — | — | — | — | — | — | 15.31 | 22.47 | |
| Seed Recommender ModelSeed Recommender=SASRec2026.02 | — | — | — | — | — | — | — | 23.25 | 32.08 | |
| Seed Recommender ModelSeed Recommender=MoRec2026.02 | — | — | — | — | — | — | — | 18.83 | 27.24 | |
| Self-EvolveRecSeed Recommender=NCF2026.02 | — | — | — | — | — | — | — | 19.07 | 27.14 | |
| Self-EvolveRecSeed Recommender=NGCF2026.02 | — | — | — | — | — | — | — | 19.25 | 27.59 | |
| Self-EvolveRecSeed Recommender=SASRec2026.02 | — | — | — | — | — | — | — | 26 | 35.91 | |
| Self-EvolveRecSeed Recommender=MoRec2026.02 | — | — | — | — | — | — | — | 20.56 | 29.21 |