Next-Item Recommendation on Men Amazon (test)
61.7HR@10ProxyRCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProxyRCAtask=LIP, with PIR=true2023.12 | 61.7 | 40.8 | |
| CARCAtask=LIP2023.12 | 61.4 | 39.8 | |
| SASRec++task=LIP2023.12 | 58.7 | 37.9 | |
| SASRec++ with PIRtask=LIP, with PIR=true2023.12 | 58 | 38.1 | |
| MixDim++task=LIP2023.12 | 57 | 36.5 | |
| BPR++ with PIRtask=BPR, with PIR=true2023.12 | 55.4 | 35.8 | |
| CARCAATT=true, CXT=true, SEQ=true2022.04 | 55 | 34.9 | |
| CARCAtask=NIP2023.12 | 55 | 34.9 | |
| CARCA (w/o CA)ATT=true, CXT=true, SEQ=true2022.04 | 52.1 | 32.2 | |
| SASRec++ATT=true, CXT=true, SEQ=true2022.04 | 50 | 31.5 | |
| SASRec++task=NIP2023.12 | 50 | 31.5 | |
| BPR++task=BPR2023.12 | 42.9 | 26.6 | |
| TopPop2022.04 | 41.5 | 26.9 | |
| SASRecSEQ=true2022.04 | 39.7 | 25.9 | |
| SSE-SASRecSEQ=true2022.04 | 39.7 | 25.7 | |
| SSE-PTSEQ=true2022.04 | 39.7 | 25.8 | |
| SASRectask=NIP2023.12 | 39.7 | 25.9 | |
| SSE-PTtask=NIP2023.12 | 39.7 | 25.8 | |
| GraphRec2022.04 | 37.4 | 21.9 | |
| S3RecATT=true, SEQ=true2022.04 | 36.5 | 23.8 | |
| S³Rectask=NIP2023.12 | 36.5 | 23.8 | |
| OARSEQ=true2022.04 | 35.5 | 22.5 | |
| DeepFMATT=true2022.04 | 33.4 | 23.7 | |
| TiSASRecCXT=true, SEQ=true2022.04 | 33.3 | 19.4 | |
| BERT4RecSEQ=true2022.04 | 31.5 | 19.3 | |
| BERT4Rectask=NIP2023.12 | 31.5 | 19.3 | |
| EASE2022.04 | 19.3 | 13.3 | |
| Populartask=NIP2023.12 | 11.5 | 26.9 | |
| Random2022.04 | 9.8 | 4.4 |