Sequential Recommendation on MovieLens 1M (leave-one-out)
60.5NDCG@10Teacher
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TeacherBackbone=SASRec2026.06 | 60.5 | — | — | 82.7 | |
| DFMEBackbone=SASRec2026.06 | 60.2 | — | — | 80.2 | |
| CDBCFBackbone=SASRec2026.06 | 59.5 | — | — | 81.8 | |
| ME-MIABackbone=SASRec2026.06 | 59.4 | — | — | 82 | |
| TeacherBackbone=BERT4Rec2026.06 | 59 | — | — | 79.4 | |
| BAHSDBackbone=SASRec2026.06 | 58 | — | — | 81.6 | |
| CDBCFBackbone=BERT4Rec2026.06 | 57.1 | — | — | 78.2 | |
| ABKD-2Backbone=SASRec, alpha=0.5, beta=1.52026.06 | 56.1 | — | — | 78.6 | |
| ME-MIABackbone=BERT4Rec2026.06 | 56 | — | — | 77.3 | |
| DFMEBackbone=BERT4Rec2026.06 | 55.9 | — | — | 77.5 | |
| UnKDBackbone=SASRec2026.06 | 55.9 | — | — | 61.6 | |
| ABKD-1Backbone=SASRec, alpha=1.2, beta=1.22026.06 | 55.9 | — | — | 79.2 | |
| UnKDBackbone=BERT4Rec2026.06 | 55.7 | — | — | 60.9 | |
| ABKD-3Backbone=SASRec, alpha=1.5, beta=0.52026.06 | 55.6 | — | — | 79.1 | |
| DHKDBackbone=BERT4Rec2026.06 | 55.1 | — | — | 60 | |
| DHKDBackbone=SASRec2026.06 | 54.8 | — | — | 59.8 | |
| BAHSDBackbone=BERT4Rec2026.06 | 54.1 | — | — | 76.7 | |
| ABKD-1Backbone=BERT4Rec, alpha=1.2, beta=1.22026.06 | 50.8 | — | — | 74.2 | |
| ABKD-3Backbone=BERT4Rec, alpha=1.5, beta=0.52026.06 | 49.5 | — | — | 72.3 | |
| ABKD-2Backbone=BERT4Rec, alpha=0.5, beta=1.52026.06 | 49.3 | — | — | 71.5 | |
| SASRec + BFTBackbone=SASRec, BFT Integration=true2026.05 | 13.13 | 23.24 | 11.48 | — | |
| SASRecBackbone=SASRec, BFT Integration=false2026.05 | 12.71 | 22.4 | 11.21 | — |