Sequential Recommendation on MovieLens 20M (N@K and MRR)
4.23N@1HSTU + CAUSE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HSTU + CAUSEiLen=256, sLen=512, Inference (ms)=0.42, Training (s)=55.112026.01 | 4.23 | 12.49 | — | 20.45 | 22.07 | 10.66 | |
| HSTU + CAUSEiLen=64, sLen=128, Inference (ms)=0.18, Training (s)=24.192026.01 | 4.04 | 11.68 | 14.21 | 19.28 | 20.95 | 10.06 | |
| HSTUiLen=64, sLen=128, Inference (ms)=0.18, Training (s)=23.582026.01 | 3.15 | 9.65 | 12.02 | 17.1 | 18.86 | 8.4 | |
| HSTUiLen=512, sLen=1,024, Inference (ms)=0.89, Training (s)=114.962026.01 | 3.12 | 10.3 | 12.83 | 18.19 | 19.91 | 8.83 | |
| HSTUiLen=256, sLen=512, Inference (ms)=0.41, Training (s)=54.262026.01 | 3.04 | 10.04 | 12.59 | 17.91 | 19.62 | 8.64 | |
| HSTUiLen=128, sLen=256, Inference (ms)=0.24, Training (s)=31.452026.01 | 3.02 | 9.87 | 12.33 | 17.56 | 19.3 | 8.52 | |
| GenRank (f) + CAUSEiLen=64, sLen=64, Inference (ms)=0.16, Training (s)=20.292026.01 | 2.89 | 8.54 | 10.67 | 15.49 | 17.3 | 7.54 | |
| GenRank (f)iLen=64, sLen=64, Inference (ms)=0.15, Training (s)=19.082026.01 | 2.44 | 7.48 | 9.38 | 14.02 | 15.82 | 6.64 |