Recommendation on Electronics (Recall@10, Recall@20, NDCG@10, NDCG@20)
16.88Recall@10AgentDR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AgentDR2025.10 | 16.88 | 20 | 11.8 | 12.6 | |
| DiffRec2025.10 | 15.62 | 16.88 | 9.71 | 9.81 | |
| ENMF2025.10 | 12.5 | 13.12 | 8.81 | 8.97 | |
| FEARec2025.10 | 12.5 | 16.25 | 6.27 | 7.26 | |
| LightGCN2025.10 | 11.88 | 13.13 | 7.34 | 7.65 | |
| SASRec2025.10 | 11.88 | 13.13 | 6.35 | 6.67 | |
| RAG_G2025.10 | 11.25 | 14.38 | 7.15 | 7.48 | |
| RAG_S2025.10 | 10.63 | 11.88 | 5.75 | 6.05 | |
| SimpleX2025.10 | 10 | 10.63 | 7.61 | 7.76 | |
| BM252025.10 | 10 | 13.13 | 4.32 | 5.14 | |
| LLMRank2025.10 | 10 | 12.5 | 5.03 | 5.65 | |
| RAG_M2025.10 | 8.75 | 12.5 | 5.17 | 6.13 | |
| ASPIREScenario=Dual-Branch2026.04 | 4.79 | 7.1 | 2.7 | 3.3 | |
| JacobiScenario=Dual-Branch2026.04 | 4.73 | 6.98 | 2.67 | 3.25 | |
| Avg-PScenario=Dual-Branch2026.04 | 4.65 | 6.95 | 2.6 | 3.19 | |
| Lin-CScenario=Dual-Branch2026.04 | 4.65 | 6.95 | 2.6 | 3.19 | |
| Avg-PScenario=Heterogeneous2026.04 | 4.56 | 6.75 | 2.57 | 3.13 | |
| ASPIREScenario=Heterogeneous2026.04 | 4.54 | 6.79 | 2.55 | 3.13 | |
| Lin-CScenario=Heterogeneous2026.04 | 4.52 | 6.77 | 2.54 | 3.12 | |
| L-nScenario=Dual-Branch2026.04 | 4.47 | 6.65 | 2.51 | 3.07 | |
| ASPIREScenario=Homogeneous2026.04 | 4.4 | 6.35 | 2.55 | 3.06 | |
| JacobiScenario=Heterogeneous2026.04 | 4.36 | 6.39 | 2.48 | 3 | |
| L-nScenario=Heterogeneous2026.04 | 4.32 | 6.38 | 2.42 | 2.95 | |
| JacobiScenario=Homogeneous2026.04 | 4.25 | 6.18 | 2.44 | 2.94 | |
| L-nScenario=Homogeneous2026.04 | 4.07 | 6 | 2.36 | 2.86 | |
| Lin-CScenario=Homogeneous2026.04 | 3.94 | 5.85 | 2.25 | 2.74 | |
| Avg-PScenario=Homogeneous2026.04 | 3.93 | 5.79 | 2.24 | 2.72 | |
| L-0Scenario=Homogeneous2026.04 | 3.72 | 5.57 | 2.08 | 2.56 | |
| L-0Scenario=Heterogeneous2026.04 | 3.72 | 5.57 | 2.08 | 2.56 | |
| L-0Scenario=Dual-Branch2026.04 | 3.72 | 5.57 | 2.08 | 2.56 | |
| Naive-LScenario=Dual-Branch2026.04 | 3.43 | 5.08 | 1.89 | 2.31 | |
| Naive-LScenario=Heterogeneous2026.04 | 3.3 | 4.86 | 1.87 | 2.28 | |
| Naive-LScenario=Homogeneous2026.04 | 3.12 | 4.63 | 1.74 | 2.13 |