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The results are obtained on the dataset of Yelp2018.

Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
BUIR 290 NULL 0.02042 0.04371 0.03557 0.03990
BUIR_Egress 266 NULL 0.02136 0.04590 0.03734 0.04173
BUIR_Weight 294 [1024,1024,1024] 0.02102 0.04521 0.03708 0.04106
BUIR_Weight_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
BUIR_NonConcat 297 [8,8,8] 0.02116 0.04553 0.03729 0.04135
BUIR_NonConcat_Egress 000 NULL 0.00000 0.04371 0.00000 0.00000
Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
LightGCN 231 NULL 0.02688 0.05949 0.04887 0.05253
LightGCN_Egress 226 NULL 0.02726 0.06052 0.04962 0.05326
LightGCN_Weight 056 [8,8,8] 0.02809 0.06191 0.05086 0.05488
LightGCN_Weight_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
LightGCN_NonConcat 271 [8,8,8] 0.03093 0.06873 0.05656 0.06044
LightGCN_NonConcat_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
SGL 027 NULL 0.03049 0.06791 0.05585 0.05957
SGL_Egress 000 NULL 0.02912 0.06506 0.05307 0.05689
SGL_Weight 021 [2,2,2] 0.03117 0.06943 0.05721 0.06090
SGL_Weight_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
SGL_NonConcat 089 [16,16,16] 0.03072 0.06824 0.05612 0.06003
SGL_NonConcat_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
SimGCL 018 NULL 0.03261 0.07248 0.05976 0.06373
SimGCL_Egress 021 NULL 0.03244 0.07217 0.05942 0.06339
SimGCL_Weight 009 [2,2,2] 0.03239 0.07207 0.05938 0.06329
SimGCL_Weight_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
SimGCL_NonConcat 143 [128,128,128] 0.03114 0.06918 0.05697 0.06085
SimGCL_NonConcat_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
XSimGCL 014 NULL 0.03272 0.07277 0.06002 0.06393
XSimGCL_Egress 018 NULL 0.03251 0.07234 0.05964 0.06351
XSimGCL_Weight 008 [2,2,2] 0.03257 0.07215 0.05956 0.06364
XSimGCL_Weight_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
XSimGCL_NonConcat 289 [32,32,32] 0.02979 0.06627 0.05457 0.05821
XSimGCL_NonConcat_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
MixGCF 096 NULL 0.03148 0.0701 0.05752 0.06151
MixGCF_Egress 000 NULL 0.03143 0.07007 0.05724 0.06141
MixGCF_Weight 134 [2,2,2] 0.03013 0.06701 0.05505 0.05887
MixGCF_Weight_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
MixGCF_NonConcat 124 [2,2,2] 0.02317 0.05015 0.04107 0.04527
MixGCF_NonConcat_Egress 000 NULL 0.00000 0.00000 0.00000 0.00000
Model Best Epoch Best Weight Precision@20 Recall@20 NDCG@20 Hit Ratio@20
NCL - NULL - - - -
NCL_Egress - NULL - - - -
NCL_Weight - NULL - - - -
NCL_Weight_Egress - NULL - - - -
NCL_NonConcat - NULL - - - -
NCL_NonConcat_Egress - NULL - - - -