Recommendation on Yelp (Recall & NDCG @5, 10, 20)
36.38Recall@10ALDA4Rec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ALDA4Rec2025.04 | 36.38 | 23.61 | 52.52 | 15.48 | 19.56 | 23.66 | |
| DCF2025.04 | 35.81 | 23.22 | 51.02 | 15.29 | 19.3 | 23.13 | |
| GraphDA2025.04 | 35.78 | 23.22 | 50.87 | 15.24 | 19.29 | 23.09 | |
| SelfGNN2025.04 | 34.95 | 23.38 | 49.64 | 15.43 | 19.16 | 22.85 | |
| LightGCN2025.04 | 34.24 | 21.83 | 50.39 | 14.16 | 18.16 | 22.22 | |
| TiSASRec2025.04 | 10.62 | 7.45 | 16.01 | 5 | 7.12 | 8.31 | |
| SASRec2025.04 | 10.4 | 7.42 | 15.41 | 4.89 | 6.49 | 8.28 | |
| DIAURecVenue=Ours, Category=Proposed2026.04 | 8.09 | 4.88 | 13.32 | 5.71 | 6.69 | 8.47 | |
| IRLLRecVenue=SIGIR'25, Category=LLM-based2026.04 | 7.81 | 4.6 | 12.78 | 5.42 | 6.42 | 8.1 | |
| DCCFVenue=SIGIR'23, Category=ID-based2026.04 | 7.78 | 4.68 | 12.49 | 5.43 | 6.4 | 8 | |
| SimGCLVenue=SIGIR'22, Category=ID-based2026.04 | 7.72 | 4.67 | 12.54 | 5.46 | 6.38 | 8.01 | |
| BIGCFVenue=SIGIR'24, Category=ID-based2026.04 | 7.58 | 4.58 | 12.37 | 5.36 | 6.27 | 7.89 | |
| RLMRecVenue=WWW'24, Category=LLM-based2026.04 | 7.54 | 4.45 | 12.3 | 5.18 | 6.14 | 7.76 | |
| SimGCFVenue=KDD'26, Category=ID-based2026.04 | 7.52 | 4.49 | 12.31 | 5.2 | 6.17 | 7.8 | |
| AlphaRecVenue=ICLR'25, Category=LLM-based2026.04 | 7.48 | 4.39 | 12.13 | 5.07 | 6.03 | 7.52 | |
| GraphAUVenue=CIKM'23, Category=AU-based2026.04 | 7.45 | 4.38 | 12.26 | 5.23 | 6.18 | 7.79 | |
| LLMRecVenue=WSDM'24, Category=LLM-based2026.04 | 7.44 | 4.39 | 12.03 | 5.09 | 6.05 | 7.51 | |
| KARVenue=RecSys'24, Category=LLM-based2026.04 | 7.4 | 4.37 | 11.94 | 5.06 | 6.02 | 7.56 | |
| TME-PSR2026.04 | 7.4 | — | — | — | 4.55 | — | |
| DirectAUVenue=KDD'22, Category=AU-based2026.04 | 7.36 | 4.36 | 12 | 5.13 | 6.06 | 7.63 | |
| MAWUVenue=CIKM'23, Category=AU-based2026.04 | 7.35 | 4.25 | 12.04 | 4.96 | 5.93 | 7.51 | |
| SIURecVenue=AAAI'25, Category=AU-based2026.04 | 7.12 | 4.27 | 11.75 | 4.92 | 5.88 | 7.43 | |
| LightGCNVenue=SIGIR'20, Category=ID-based2026.04 | 7.06 | 4.21 | 11.57 | 4.91 | 5.8 | 7.33 | |
| CARecVenue=CIKM'24, Category=AU-based2026.04 | 7 | 4.22 | 11.3 | 4.83 | 5.68 | 7.14 | |
| SCEMIM-LRURecFramework=SCEMIM, Backbone=LRURec2026.04 | 6.5 | — | — | — | 3.97 | — | |
| SCEMIM-FMLPRecFramework=SCEMIM, Backbone=FMLPRec2026.04 | 6.39 | — | — | — | 4.03 | — | |
| SCEMIM-DiffuRecFramework=SCEMIM, Backbone=DiffuRec2026.04 | 6.24 | — | — | — | 3.77 | — | |
| SCEMIM-Re4Framework=SCEMIM, Backbone=Re42026.04 | 6.08 | — | — | — | 3.54 | — | |
| SCEMIM-TEDDYFramework=SCEMIM, Backbone=TEDDY2026.04 | 5.99 | — | — | — | 3.67 | — | |
| SCEMIM-UniRecFramework=SCEMIM, Backbone=UniRec2026.04 | 5.97 | — | — | — | 3.86 | — | |
| SCEMIM-SASRecFramework=SCEMIM, Backbone=SASRec2026.04 | 5.92 | — | — | — | 3.64 | — | |
| SCEMIM-ComiRecFramework=SCEMIM, Backbone=ComiRec2026.04 | 5.83 | — | — | — | 3.58 | — | |
| SCEMIM-MOJITOFramework=SCEMIM, Backbone=MOJITO2026.04 | 5.72 | — | — | — | 3.54 | — | |
| SCEMIM-CL4SRecFramework=SCEMIM, Backbone=CL4SRec2026.04 | 5.36 | — | — | — | 3.2 | — | |
| SCEMIM-TLSANFramework=SCEMIM, Backbone=TLSAN2026.04 | 4.92 | — | — | — | 2.71 | — | |
| SCEMIM-GRU4RecFramework=SCEMIM, Backbone=GRU4Rec2026.04 | 4.52 | — | — | — | 2.28 | — | |
| BPER2026.04 | 2.12 | — | — | — | 1.06 | — | |
| PITF2026.04 | 2.04 | — | — | — | 0.94 | — | |
| LightGCNLoss=BPR2026.05 | — | — | 5.54 | — | — | 4.49 | |
| LightGCNLoss=NT-BPR2026.05 | — | — | 5.86 | — | — | 4.8 | |
| LightGCNLoss=SSM2026.05 | — | — | 6.49 | — | — | 5.3 | |
| LightGCNLoss=NT-SSM2026.05 | — | — | 6.92 | — | — | 5.65 | |
| NCLLoss=BPR2026.05 | — | — | 6.16 | — | — | 5.01 | |
| NCLLoss=NT-BPR2026.05 | — | — | 6.26 | — | — | 5.11 | |
| NCLLoss=SSM2026.05 | — | — | 6.55 | — | — | 5.36 | |
| NCLLoss=NT-SSM2026.05 | — | — | 6.69 | — | — | 5.45 | |
| SimGCLLoss=BPR2026.05 | — | — | 6.68 | — | — | 5.42 | |
| SimGCLLoss=NT-BPR2026.05 | — | — | 6.74 | — | — | 5.48 | |
| SimGCLLoss=SSM2026.05 | — | — | 6.78 | — | — | 5.56 | |
| SimGCLLoss=NT-SSM2026.05 | — | — | 6.8 | — | — | 5.58 |