Next-Item Recommendation on Fashion Amazon (test)
0.661HR@10ProxyRCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProxyRCAtask=LIP, with PIR=true2023.12 | 0.661 | 0.446 | |
| CARCAtask=LIP2023.12 | 0.648 | 0.427 | |
| SASRec++ with PIRtask=LIP, with PIR=true2023.12 | 0.635 | 0.426 | |
| SASRec++task=LIP2023.12 | 0.63 | 0.416 | |
| MixDim++task=LIP2023.12 | 0.623 | 0.407 | |
| BPR++ with PIRtask=BPR, with PIR=true2023.12 | 0.62 | 0.406 | |
| CARCAATT=true, CXT=true, SEQ=true2022.04 | 0.591 | 0.381 | |
| CARCAtask=NIP2023.12 | 0.591 | 0.381 | |
| CARCA (w/o CA)ATT=true, CXT=true, SEQ=true2022.04 | 0.568 | 0.359 | |
| SASRec++ATT=true, CXT=true, SEQ=true2022.04 | 0.546 | 0.344 | |
| SASRec++task=NIP2023.12 | 0.546 | 0.344 | |
| BPR++task=BPR2023.12 | 0.523 | 0.332 | |
| GraphRec2022.04 | 0.419 | 0.244 | |
| TopPop2022.04 | 0.407 | 0.262 | |
| SSE-SASRecSEQ=true2022.04 | 0.385 | 0.248 | |
| TiSASRecCXT=true, SEQ=true2022.04 | 0.384 | 0.234 | |
| SASRecSEQ=true2022.04 | 0.381 | 0.245 | |
| SSE-PTSEQ=true2022.04 | 0.381 | 0.246 | |
| SASRectask=NIP2023.12 | 0.381 | 0.245 | |
| SSE-PTtask=NIP2023.12 | 0.381 | 0.246 | |
| S3RecATT=true, SEQ=true2022.04 | 0.367 | 0.239 | |
| S³Rectask=NIP2023.12 | 0.367 | 0.239 | |
| OARSEQ=true2022.04 | 0.34 | 0.214 | |
| BERT4RecSEQ=true2022.04 | 0.328 | 0.209 | |
| BERT4Rectask=NIP2023.12 | 0.328 | 0.209 | |
| DeepFMATT=true2022.04 | 0.283 | 0.185 | |
| EASE2022.04 | 0.213 | 0.146 | |
| Populartask=NIP2023.12 | 0.107 | 0.262 | |
| Random2022.04 | 0.099 | 0.045 |