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ResearchFormerly WizWand

Recommendation on Amazon-Movie IID (test)

13.36Recall@20DSL
3.91686.36848.8211.2716Oct 31, 2024Jan 16, 2025Apr 3, 2025Jun 19, 2025Sep 4, 2025Nov 20, 2025Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DSLBackbone=MF2026.0213.369.54
DSLBackbone=LightGCN2026.0213.289.51
PSL-reluBackbone=XSimGCL, Loss=PSL-relu2024.1013.139.35
PSL-tanhBackbone=XSimGCL, Loss=PSL-tanh2024.1013.089.26
BSLBackbone=LightGCN, Loss=BSL2024.1013.069.43
PSL-reluBackbone=LightGCN, Loss=PSL-relu2024.1013.069.53
SLBackbone=LightGCN, Loss=SL2024.1013.049.41
PSL-tanhBackbone=LightGCN, Loss=PSL-tanh2024.10139.47
PSL-atanBackbone=LightGCN, Loss=PSL-atan2024.10139.48
PSL-reluBackbone=MF, Loss=PSL-relu2024.1012.999.45
PSL-tanhBackbone=MF, Loss=PSL-tanh2024.1012.979.41
PSL-atanBackbone=MF, Loss=PSL-atan2024.1012.969.41
PSLBackbone=MF2026.0212.969.35
SLBackbone=LightGCN2026.0212.959.3
AdvInfoNCEBackbone=MF, Loss=AdvInfoNCE2024.1012.939.34
AdvInfoNCEBackbone=LightGCN, Loss=AdvInfoNCE2024.1012.929.36
PSLBackbone=LightGCN2026.0212.99.4
BSLBackbone=MF, Loss=BSL2024.1012.889.31
SLBackbone=MF, Loss=SL2024.1012.869.29
SLBackbone=MF2026.0212.859.24
LLPAUCBackbone=LightGCN, Loss=LLPAUC2024.1012.728.86
LLPAUCBackbone=MF, Loss=LLPAUC2024.1012.718.83
BSLBackbone=XSimGCL, Loss=BSL2024.1012.679.18
LLPAUCBackbone=MF2026.0212.648.8
LLPAUCBackbone=LightGCN2026.0212.638.79
SLBackbone=XSimGCL, Loss=SL2024.1012.559.05
PSL-atanBackbone=XSimGCL, Loss=PSL-atan2024.1012.539.17
AdvInfoNCEBackbone=XSimGCL, Loss=AdvInfoNCE2024.1012.529.06
BPRBackbone=XSimGCL, Loss=BPR2024.1012.368.57
LLPAUCBackbone=XSimGCL, Loss=LLPAUC2024.1011.848.28
SL@KBackbone=MF2026.0211.558.32
SL@KBackbone=LightGCN2026.0210.698.12
BSLBackbone=LightGCN2026.0210.237.58
BPRBackbone=LightGCN, Loss=BPR2024.1010.066.81
BSLBackbone=MF2026.0210.047.42
AdvInfoNCEBackbone=LightGCN2026.029.987.38
AdvInfoNCEBackbone=MF2026.029.947.21
BPRBackbone=MF, Loss=BPR2024.109.166.08
GuidedRecBackbone=MF2026.026.124.05
GuidedRecBackbone=LightGCN2026.025.943.92
BPRBackbone=LightGCN2026.024.883.14
BPRBackbone=MF2026.024.282.72