Sequential Recommendation on Beauty (Ranking and Resource Usage)
4,094Memory (MB)Cotten4Rec
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Cotten4RecSeqL=202026.02 | 4,094 | 1,204 | 24.4 | 39.2 | — | — | — | — | |
| BERT4RecSeqL=202026.02 | 5,246 | 1,359 | 24.9 | 39.5 | -21.96 | -11.42 | -1.76 | -0.77 | |
| LinRecSeqL=202026.02 | 5,269 | 1,210 | 24.8 | 39.4 | -22.29 | -0.52 | -1.48 | -0.49 | |
| Cotten4RecSeqL=502026.02 | 9,528 | 1,288 | 24.5 | 39.2 | — | — | — | — | |
| Cotten4RecEmbedding=642026.02 | 10,324 | 1,244 | 25 | 40 | — | — | — | — | |
| Cotten4RecEmbedding=1282026.02 | 10,630 | 1,299 | 25 | 39 | — | — | — | — | |
| Cotten4RecEmbedding=2562026.02 | 11,247 | 1,463 | 24 | 38 | — | — | — | — | |
| BERT4RecSeqL=502026.02 | 12,473 | 1,285 | 25 | 39.6 | -23.61 | 0.3 | -2.16 | -0.98 | |
| LinRecSeqL=502026.02 | 12,499 | 1,319 | 24.8 | 39.3 | -23.77 | -2.35 | -1.33 | -0.17 | |
| LinRecEmbedding=642026.02 | 13,667 | 1,228 | 25 | 40 | -24.46 | 1.29 | -0.33 | -0.38 | |
| BERT4RecEmbedding=642026.02 | 13,675 | 1,237 | 25 | 40 | -24.51 | 0.58 | -0.05 | 0.08 | |
| BERT4RecEmbedding=1282026.02 | 13,978 | 1,384 | 25 | 40 | -23.95 | -6.17 | -2.46 | -1.44 | |
| LinRecEmbedding=1282026.02 | 13,989 | 1,346 | 25 | 40 | -24.01 | -3.48 | -1.92 | -0.76 | |
| BERT4RecEmbedding=2562026.02 | 14,588 | 1,579 | 24 | 38 | -22.91 | -7.38 | -2.45 | -0.39 | |
| LinRecEmbedding=2562026.02 | 14,646 | 1,538 | 24 | 38 | -23.21 | -4.92 | -1.66 | 0.26 | |
| Cotten4RecSeqL=1002026.02 | 18,578 | 1,513 | 24.6 | 39.2 | — | — | — | — | |
| BERT4RecSeqL=1002026.02 | 24,521 | 1,556 | 24.8 | 39.2 | -24.24 | -2.78 | -1.03 | 0.01 | |
| LinRecSeqL=1002026.02 | 24,534 | 1,583 | 24.8 | 39.3 | -24.28 | -4.38 | -1.07 | -0.24 |