Recommendation on Amazon-Book
18.43Recall@20TAGCF
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TAGCFBackbone=SGL2026.02 | 18.43 | — | — | 8.63 | — | 8.6 | — | 11.86 | |
| TAGCFBackbone=SimGCL2026.02 | 18.19 | — | — | 8.2 | — | 8.19 | — | 11.53 | |
| DIAURecVenue=Ours, Category=Proposed2026.04 | 17.01 | — | — | 7.44 | 11.55 | 7.45 | 8.86 | 10.63 | |
| RLMRec-ConBackbone=SGL2026.02 | 17 | — | — | 7.54 | — | 7.39 | — | 10.55 | |
| KARBackbone=SimGCL2026.02 | 16.73 | — | — | 7.62 | — | 7.6 | — | 10.68 | |
| TAGCFBackbone=LightGCN2026.02 | 16.7 | — | — | 7.43 | — | 7.37 | — | 10.47 | |
| KARBackbone=SGL2026.02 | 16.65 | — | — | 7.44 | — | 7.39 | — | 10.47 | |
| RLMRec-ConBackbone=SimGCL2026.02 | 16.57 | — | — | 6.99 | — | 6.99 | — | 10.18 | |
| SGLAug Method=-2026.02 | 16.53 | — | — | 7.36 | — | 7.3 | — | 10.38 | |
| RLMRec-GenBackbone=SGL2026.02 | 16.45 | — | — | 7.38 | — | 7.34 | — | 10.38 | |
| SimGCLAug Method=-2026.02 | 16.27 | — | — | 6.76 | — | 6.76 | — | 9.44 | |
| RLMRec-GenBackbone=LightGCN2026.02 | 16.15 | — | — | 7.12 | — | 7.16 | — | 10.13 | |
| RLMRec-GenBackbone=SimGCL2026.02 | 15.75 | — | — | 6.54 | — | 6.61 | — | 9.7 | |
| RLMRec-ConBackbone=LightGCN2026.02 | 15.61 | — | — | 6.66 | — | 6.65 | — | 9.65 | |
| AutoCFAug Method=-2026.02 | 15.59 | — | — | 6.88 | — | 7.14 | — | 9.98 | |
| IRLLRecVenue=SIGIR'25, Category=LLM-based2026.04 | 15.38 | — | — | 6.43 | 10.09 | 6.38 | 7.65 | 9.38 | |
| AlphaRecAug Method=-2026.02 | 15.35 | — | — | 6.6 | — | 6.71 | — | 9.78 | |
| ProExBase Model=LightGCN [8]2025.11 | 15.33 | — | — | — | — | — | — | 9.4 | |
| DCCFVenue=SIGIR'23, Category=ID-based2026.04 | 15.17 | — | — | 6.52 | 10.19 | 6.54 | 7.8 | 9.43 | |
| SimGCLVenue=SIGIR'22, Category=ID-based2026.04 | 15.12 | — | — | 6.18 | 9.92 | 6.19 | 7.49 | 9.19 | |
| SimGCFVenue=KDD'26, Category=ID-based2026.04 | 15.1 | — | — | 6.29 | 9.93 | 6.32 | 7.57 | 9.25 | |
| BIGCFVenue=SIGIR'24, Category=ID-based2026.04 | 14.96 | — | — | 6.44 | 10 | 6.52 | 7.67 | 9.32 | |
| KARBackbone=LightGCN2026.02 | 14.91 | — | — | 6.42 | — | 6.54 | — | 9.42 | |
| RLMRec-CBase Model=LightGCN [8]2025.11 | 14.83 | — | — | — | — | — | — | 9.03 | |
| RLMRecVenue=WWW'24, Category=LLM-based2026.04 | 14.83 | — | — | 6.08 | 9.69 | 6.06 | 7.34 | 9.03 | |
| LightGCNAug Method=-2026.02 | 14.82 | — | — | 6.26 | — | 6.3 | — | 9.19 | |
| LLMRecBase Model=LightGCN [8]2025.11 | 14.69 | — | — | — | — | — | — | 8.55 | |
| LLMRecVenue=WSDM'24, Category=LLM-based2026.04 | 14.69 | — | — | 6.05 | 9.63 | 6 | 7.15 | 8.55 | |
| RLMRec-GBase Model=LightGCN [8]2025.11 | 14.46 | — | — | — | — | — | — | 8.87 | |
| AlphaRec*Base Model=LightGCN [8]2025.11 | 14.21 | — | — | — | — | — | — | 8.35 | |
| KARBase Model=LightGCN [8]2025.11 | 14.16 | — | — | — | — | — | — | 8.63 | |
| KARVenue=RecSys'24, Category=LLM-based2026.04 | 14.16 | — | — | 5.96 | 9.34 | 5.9 | 7.05 | 8.6 | |
| AlphaRecBase Model=LightGCN [8]2025.11 | 14.12 | — | — | — | — | — | — | 8.73 | |
| AlphaRecVenue=ICLR'25, Category=LLM-based2026.04 | 14.12 | — | — | 5.95 | 9.3 | 5.97 | 7.08 | 8.73 | |
| LightGCNVenue=SIGIR'20, Category=ID-based2026.04 | 14.11 | — | — | 5.7 | 9.15 | 5.37 | 6.94 | 8.56 | |
| GraphAUVenue=CIKM'23, Category=AU-based2026.04 | 14 | — | — | 5.81 | 9.24 | 5.49 | 6.73 | 8.32 | |
| MAWUVenue=CIKM'23, Category=AU-based2026.04 | 13.92 | — | — | 6.06 | 9.24 | 5.91 | 7.04 | 8.6 | |
| CARecVenue=CIKM'24, Category=AU-based2026.04 | 13.92 | — | — | 5.79 | 9.31 | 5.83 | 7.02 | 8.54 | |
| CARecBase Model=LightGCN [8]2025.11 | 13.91 | — | — | — | — | — | — | 8.54 | |
| DirectAUVenue=KDD'22, Category=AU-based2026.04 | 13.82 | — | — | 5.88 | 9.2 | 5.85 | 70.2 | 8.54 | |
| SIURecVenue=AAAI'25, Category=AU-based2026.04 | 13.78 | — | — | 5.72 | 9.22 | 5.53 | 6.88 | 8.32 | |
| SimGCF(I)signal_processing=performing FSS on the low-frequency JGCF2025.12 | 12.02 | — | — | — | 8.03 | — | 6.73 | 8.01 | |
| SimGCF(III)signal_processing=performing FSS and SF on the high-frequency JGCF2025.12 | 11.96 | — | — | — | 7.92 | — | 6.63 | 7.94 | |
| JGCF*signal_filtering=low and high frequency signals considered; mid-frequency signals removed2025.12 | 11.44 | — | — | — | 7.46 | — | 6.24 | 7.54 | |
| RGCF2025.12 | 10.9 | — | — | — | 7.12 | — | 5.68 | 6.97 | |
| DirectAU2025.12 | 10.53 | — | — | — | 6.83 | — | 5.69 | 6.89 | |
| LightGCN2025.12 | 9.53 | — | — | — | 6.2 | — | 5.06 | 6.15 | |
| GTN2025.12 | 9.3 | — | — | — | 5.88 | — | 4.85 | 5.97 | |
| DGCF2025.12 | 8.67 | — | — | — | 5.65 | — | 4.48 | 5.51 | |
| BPR2025.12 | 7.64 | — | — | — | 4.77 | — | 3.79 | 4.74 | |
| NGCF2025.12 | 7.6 | — | — | — | 4.75 | — | 3.3 | 4.72 | |
| BSPM-LM2026.04 | 7.33 | — | — | — | — | — | — | 6.1 | |
| HILLretrieval model=NESCL [47]2026.04 | 6.25 | — | — | — | — | — | — | 5.13 | |
| NESCL2026.04 | 6.23 | — | — | — | — | — | — | 5.09 | |
| SimpleX2026.04 | 5.83 | — | — | — | — | — | — | 4.68 | |
| NeuMF2025.12 | 5.75 | — | — | — | 3.42 | — | 2.66 | 3.45 | |
| MF-CCL2026.04 | 5.59 | — | — | — | — | — | — | 4.47 | |
| LightGCNLoss=NT-SSM2026.05 | 5.42 | — | — | — | — | — | — | 4.21 | |
| NCLLoss=NT-SSM2026.05 | 5.34 | — | — | — | — | — | — | 4.14 | |
| LightGCNLoss=SSM2026.05 | 5.33 | — | — | — | — | — | — | 4.14 | |
| CML2026.04 | 5.22 | — | — | — | — | — | — | 4.28 | |
| YouTubeNet2026.04 | 5.02 | — | — | — | — | — | — | 3.88 | |
| MGDCF2026.04 | 4.9 | — | — | — | — | — | — | 3.78 | |
| SimGCLLoss=NT-SSM2026.05 | 4.88 | — | — | — | — | — | — | 3.83 | |
| HMLET2026.04 | 4.82 | — | — | — | — | — | — | 3.71 | |
| SGL-ED2026.04 | 4.78 | — | — | — | — | — | — | 3.79 | |
| IA-GCN2026.04 | 4.72 | — | — | — | — | — | — | 3.73 | |
| IMP-GCN2026.04 | 4.6 | — | — | — | — | — | — | 3.57 | |
| SimGCLLoss=NT-BPR2026.05 | 4.59 | — | — | — | — | — | — | 3.52 | |
| SimGCLLoss=SSM2026.05 | 4.59 | — | — | — | — | — | — | 3.56 | |
| GTN2026.04 | 4.5 | — | — | — | — | — | — | 3.46 | |
| SimGCLLoss=BPR2026.05 | 4.48 | — | — | — | — | — | — | 3.43 | |
| LT-OCF2026.04 | 4.42 | — | — | — | — | — | — | 3.41 | |
| BUIR2026.04 | 4.39 | — | — | — | — | — | — | 3.46 | |
| NCLLoss=NT-BPR2026.05 | 4.26 | — | — | — | — | — | — | 3.3 | |
| DGCF2026.04 | 4.22 | — | — | — | — | — | — | 3.24 | |
| NCLLoss=SSM2026.05 | 4.12 | — | — | — | — | — | — | 3.22 | |
| LightGCN2026.04 | 4.11 | — | — | — | — | — | — | 3.15 | |
| LINE2026.04 | 4.1 | — | — | — | — | — | — | 3.18 | |
| DeosGCF2026.04 | 4.1 | — | — | — | — | — | — | 3.16 | |
| Mult-VAE2026.04 | 4.07 | — | — | — | — | — | — | 3.15 | |
| Node2Vec2026.04 | 4.02 | — | — | — | — | — | — | 3.09 | |
| NCLLoss=BPR2026.05 | 3.96 | — | — | — | — | — | — | 3.02 | |
| LightGCNLoss=NT-BPR2026.05 | 3.93 | — | — | — | — | — | — | 3.01 | |
| APPNP2026.04 | 3.84 | — | — | — | — | — | — | 2.99 | |
| Macrid-VAE2026.04 | 3.83 | — | — | — | — | — | — | 2.95 | |
| NIA-GCN2026.04 | 3.69 | — | — | — | — | — | — | 2.87 | |
| ENMF2026.04 | 3.59 | — | — | — | — | — | — | 2.81 | |
| LightGCNLoss=BPR2026.05 | 3.56 | — | — | — | — | — | — | 2.73 | |
| GRMF2026.04 | 3.54 | — | — | — | — | — | — | 2.7 | |
| GRMF-norm2026.04 | 3.52 | — | — | — | — | — | — | 2.69 | |
| DeepWalk2026.04 | 3.46 | — | — | — | — | — | — | 2.64 | |
| DropEdge2026.04 | 3.42 | — | — | — | — | — | — | 2.7 | |
| BPR2026.04 | 3.38 | — | — | — | — | — | — | 2.61 | |
| DisenGCN2026.04 | 3.29 | — | — | — | — | — | — | 2.54 | |
| Item2Vec2026.04 | 3.26 | — | — | — | — | — | — | 2.51 | |
| GAT2026.04 | 3.26 | — | — | — | — | — | — | 2.35 | |
| HOP-Rec2026.04 | 3.09 | — | — | — | — | — | — | 2.32 | |
| GC-MC2026.04 | 2.88 | — | — | — | — | — | — | 2.24 | |
| PinSage2026.04 | 2.82 | — | — | — | — | — | — | 2.19 |