Session-based recommendation on YOOCHOOSE 1/64
31.61MRR@20NISER+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NISER+Setting=offline2019.09 | 31.61 | 71.27 | — | |
| NISERSetting=offline2019.09 | 31.5 | 70.86 | — | |
| DGTN2020.09 | 31.35 | 71.18 | — | |
| STAR2022.11 | 31.3 | 71.31 | — | |
| TAGNN2020.05 | 31.12 | — | 71.02 | |
| NIRSetting=offline2019.09 | 30.99 | 71.12 | — | |
| SR-GNN2020.05 | 30.94 | — | 70.57 | |
| SR-GNN2020.09 | 30.94 | 70.57 | — | |
| SR-GNN2022.11 | 30.94 | 70.57 | — | |
| GNN+Setting=offline2019.09 | 30.84 | 70.85 | — | |
| GNNSetting=offline2019.09 | 30.8 | 70.54 | — | |
| CSRM2020.09 | 30.48 | 70.79 | — | |
| STAMPSetting=offline2019.09 | 29.67 | 68.74 | — | |
| STAMP2020.05 | 29.67 | — | 68.74 | |
| STAMP2020.09 | 29.67 | 68.74 | — | |
| STAMP2022.11 | 29.67 | 68.74 | — | |
| NARMDecoder=Fully-connected decoder2017.11 | 29.17 | 67.67 | — | |
| Improved GRU-Rec2017.11 | 29 | 67.84 | — | |
| NARMDecoder=Bi-linear similarity decoder2017.11 | 28.76 | 68.32 | — | |
| STANSetting=offline2019.09 | 28.74 | 69.45 | — | |
| STAN2022.11 | 28.74 | 69.45 | — | |
| NARMSetting=offline2019.09 | 28.63 | 68.32 | — | |
| NARM2020.05 | 28.63 | — | 68.32 | |
| NARM2020.09 | 28.63 | 68.32 | — | |
| NARM2022.11 | 28.63 | 68.32 | — | |
| SKNNSetting=offline2019.09 | 25.22 | 63.77 | — | |
| KNN-RNN2020.09 | 24.05 | 62.36 | — | |
| SKNN2020.09 | 24.03 | 57.27 | — | |
| GRU4RECSetting=offline2019.09 | 22.89 | 60.64 | — | |
| GRU-Rec2017.11 | 22.89 | 60.64 | — | |
| GRU4REC2020.05 | 22.89 | — | 60.64 | |
| GRU4REC2020.09 | 22.89 | 60.64 | — | |
| GRU4REC2022.11 | 22.89 | 60.64 | — | |
| Item-KNN2020.09 | 21.82 | 51.6 | — | |
| Item-KNN2017.11 | 21.81 | 51.6 | — | |
| Item-KNN2020.05 | 21.81 | — | 51.6 | |
| Item-KNN2022.11 | 21.81 | 51.6 | — | |
| S-POP2017.11 | 18.35 | 30.44 | — | |
| S-POP2020.05 | 18.35 | — | 30.44 | |
| S-POP2022.11 | 18.35 | 30.44 | — | |
| FPMC2017.11 | 15.01 | 45.62 | — | |
| FPMC2020.05 | 15.01 | — | 45.62 | |
| FPMC2020.09 | 15.01 | 45.62 | — | |
| FPMC2022.11 | 15.01 | 45.62 | — | |
| BPR-MF2017.11 | 12.08 | 31.31 | — | |
| BPR-MF2020.05 | 12.08 | — | 31.31 | |
| BPR-MF2020.09 | 12.08 | 31.31 | — | |
| BPR-MF2022.11 | 12.08 | 30.3 | — | |
| POP2017.11 | 1.65 | 6.71 | — | |
| POP2020.05 | 1.65 | — | 6.71 | |
| POP2020.09 | 1.65 | 6.71 | — | |
| POP2022.11 | 1.65 | 6.71 | — |