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ResearchFormerly WizWand

Collaborative Filtering on Amazon-Book

0.0814MRR@10DDC
0.0272160.0412830.055350.069417Dec 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DDCBackbone=LightGCN2025.120.08140.0640.0406
DDCBackbone=LightGCN2025.120.08140.0640.0406
DDCBackbone=NCL2025.120.08110.06350.0406
DDCBackbone=LightCCF2025.120.080.06270.0397
PAACBackbone=LightGCN2025.120.07940.0630.0394
TPABBackbone=LightGCN2025.120.07770.06150.0392
DCCLBackbone=LightGCN2025.120.07280.05780.0364
LightCCFBackbone=LightCCF2025.120.07180.0570.0357
NCLBackbone=NCL2025.120.07160.05670.0358
DDCBackbone=DGCF2025.120.07150.05590.0352
PCBackbone=LightGCN2025.120.07130.05670.0357
LightGCNBackbone=LightGCN2025.120.07090.05630.0354
LightGCNBackbone=LightGCN2025.120.07090.05630.0354
DICEBackbone=LightGCN2025.120.06640.05240.0328
DDCBackbone=MF2025.120.0660.0520.0325
DDCBackbone=MF2025.120.0660.0520.0325
DGCFBackbone=DGCF2025.120.06030.04760.0294
TPABBackbone=MF2025.120.05650.0450.0276
TPABBackbone=MF2025.120.05650.0450.0276
DCCLBackbone=MF2025.120.05640.04450.0274
DCCLBackbone=MF2025.120.05640.04450.0274
MFBackbone=MF2025.120.05570.04440.0272
PAACBackbone=MF2025.120.05570.04430.0273
MFBackbone=MF2025.120.05570.04440.0272
PAACBackbone=MF2025.120.05570.04430.0273
MACRBackbone=MF2025.120.05050.04050.0248
MACRBackbone=MF2025.120.05050.04050.0248
DICEBackbone=MF2025.120.04920.03860.0235
DICEBackbone=MF2025.120.04920.03860.0235
IPSBackbone=MF2025.120.03580.02940.0186
IPSBackbone=MF2025.120.03580.02940.0186
IPSBackbone=LightGCN2025.120.03480.02860.017
PCBackbone=MF2025.120.02990.02430.0149
PCBackbone=MF2025.120.02990.02430.0149
MACRBackbone=LightGCN2025.120.02930.02390.0142