Sequential Recommendation on Foursquare (K=5, 10, 20)
0.0323HR@20TV-Rec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TV-RecModeling Scenario=Long-range modeling2025.10 | 0.0323 | 0.0148 | 0.0212 | 0.0108 | 0.0129 | 0.0158 | |
| TV-Rec2025.10 | 0.0314 | 0.0175 | 0.0259 | 0.0134 | 0.0161 | 0.0176 | |
| TV-Recmaximum sequence length (N)=2002025.10 | 0.0314 | — | — | — | — | 0.0176 | |
| AdaMCTModeling Scenario=Long-range modeling2025.10 | 0.0305 | 0.012 | 0.0157 | 0.0094 | 0.0106 | 0.0142 | |
| BSARecModeling Scenario=Long-range modeling2025.10 | 0.0305 | 0.0129 | 0.0175 | 0.0089 | 0.0103 | 0.0135 | |
| SASRecModeling Scenario=Long-range modeling2025.10 | 0.0295 | 0.0111 | 0.0175 | 0.0085 | 0.0106 | 0.0136 | |
| TV-Recruns=10, hyperparameters=best2025.10 | 0.0289 | 0.0151 | 0.0214 | 0.0105 | 0.0126 | 0.0145 | |
| DuoRecModeling Scenario=Long-range modeling2025.10 | 0.0286 | 0.012 | 0.0194 | 0.0078 | 0.0102 | 0.0126 | |
| BSARec2025.10 | 0.0277 | 0.0148 | 0.0212 | 0.0111 | 0.013 | 0.0147 | |
| Caser2025.10 | 0.0268 | 0.0139 | 0.0175 | 0.0099 | 0.011 | 0.0133 | |
| SASRec2025.10 | 0.0268 | 0.0139 | 0.0185 | 0.0102 | 0.0117 | 0.0137 | |
| AdaMCT2025.10 | 0.0259 | 0.0157 | 0.0185 | 0.0105 | 0.0113 | 0.0131 | |
| NextItNetModeling Scenario=Long-range modeling2025.10 | 0.0259 | 0.0083 | 0.0166 | 0.0068 | 0.0095 | 0.0118 | |
| BSARecruns=10, hyperparameters=best2025.10 | 0.025 | 0.0133 | 0.0175 | 0.0098 | 0.0111 | 0.013 | |
| FMLPRec2025.10 | 0.024 | 0.012 | 0.0175 | 0.0076 | 0.0094 | 0.011 | |
| DuoRec2025.10 | 0.024 | 0.0139 | 0.0185 | 0.011 | 0.0124 | 0.0139 | |
| BERT4RecModeling Scenario=Long-range modeling2025.10 | 0.024 | 0.0102 | 0.0157 | 0.0078 | 0.0096 | 0.0117 | |
| GRU4Rec2025.10 | 0.0231 | 0.0148 | 0.0157 | 0.011 | 0.0113 | 0.0132 | |
| BERT4Rec2025.10 | 0.0231 | 0.0139 | 0.0157 | 0.0108 | 0.0113 | 0.0132 | |
| CaserModeling Scenario=Long-range modeling2025.10 | 0.0231 | 0.0139 | 0.0194 | 0.0105 | 0.0123 | 0.0133 | |
| SR-GNNmaximum sequence length (N)=2002025.10 | 0.0222 | — | — | — | — | 0.0137 | |
| LRURec2025.10 | 0.0212 | 0.0148 | 0.0166 | 0.011 | 0.0116 | 0.0127 | |
| GC-SANmaximum sequence length (N)=2002025.10 | 0.0212 | — | — | — | — | 0.0131 | |
| NextItNet2025.10 | 0.0203 | 0.0129 | 0.0175 | 0.0093 | 0.0108 | 0.0115 | |
| GRU4RecModeling Scenario=Long-range modeling2025.10 | 0.0194 | 0.012 | 0.0157 | 0.0099 | 0.0111 | 0.012 | |
| FMLPRecModeling Scenario=Long-range modeling2025.10 | 0.0194 | 0.012 | 0.0148 | 0.0087 | 0.0096 | 0.0108 | |
| GCL4SRmaximum sequence length (N)=2002025.10 | 0.0185 | — | — | — | — | 0.0123 | |
| LRURecModeling Scenario=Long-range modeling2025.10 | 0.0185 | 0.0129 | 0.0139 | 0.0099 | 0.0102 | 0.0114 |