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ResearchFormerly WizWand

Recommendation on Amazon-Book IID (test)

0.1575Recall@20PSL-tanh
0.01970.0554750.091250.127025Apr 22, 2024May 24, 2024Jun 25, 2024Jul 27, 2024Aug 28, 2024Sep 29, 2024Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PSL-tanhBackbone=LightGCN, Loss=PSL-tanh2024.100.15750.1233
PSL-atanBackbone=LightGCN, Loss=PSL-atan2024.100.15750.1233
PSL-reluBackbone=LightGCN, Loss=PSL-relu2024.100.15750.1233
PSL-reluBackbone=XSimGCL, Loss=PSL-relu2024.100.15710.1228
PSL-reluBackbone=MF, Loss=PSL-relu2024.100.15690.1227
AdvInfoNCEBackbone=LightGCN, Loss=AdvInfoNCE2024.100.15680.1177
BSLBackbone=LightGCN, Loss=BSL2024.100.15680.122
AdvInfoNCEBackbone=XSimGCL, Loss=AdvInfoNCE2024.100.15680.1179
PSL-tanhBackbone=MF, Loss=PSL-tanh2024.100.15670.1225
PSL-atanBackbone=MF, Loss=PSL-atan2024.100.15670.1226
SLBackbone=LightGCN, Loss=SL2024.100.15670.122
PSL-tanhBackbone=XSimGCL, Loss=PSL-tanh2024.100.15670.1225
PSL-atanBackbone=XSimGCL, Loss=PSL-atan2024.100.15650.1225
BSLBackbone=MF, Loss=BSL2024.100.15630.1212
SLBackbone=MF, Loss=SL2024.100.15590.121
AdvInfoNCEBackbone=MF, Loss=AdvInfoNCE2024.100.15570.1172
BSLBackbone=XSimGCL, Loss=BSL2024.100.1550.1207
SLBackbone=XSimGCL, Loss=SL2024.100.15490.1207
LLPAUCBackbone=XSimGCL, Loss=LLPAUC2024.100.13630.1008
BPRBackbone=XSimGCL, Loss=BPR2024.100.12690.0905
LLPAUCBackbone=MF, Loss=LLPAUC2024.100.1150.0811
LLPAUCBackbone=LightGCN, Loss=LLPAUC2024.100.11470.081
BPRBackbone=LightGCN, Loss=BPR2024.100.09840.0678
Turbo-CF2024.040.0730.0611
Turbo-CF-1Filter=linear LPF2024.040.073—
GF-CF2024.040.0710.0584
BPRBackbone=MF, Loss=BPR2024.100.06650.0453
LightGCN2024.040.04110.0315
Multi-VAE2024.040.04070.0315
LR-GCCF2024.040.03750.0296
NGCF2024.040.03440.0263
NeuMF2024.040.02580.02
MF-BPR2024.040.0250.019