Sequential Recommendation on KuaiRand
11.37HR@10FuXi-gamma-Large
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FuXi-gamma-Largenumber of layers=82025.12 | 11.37 | 31.62 | 5.71 | 10.06 | 5.25 | — | — | — | — | — | — | — | — | |
| FuXi-gammanumber of layers=22025.12 | 11.18 | 30.82 | 5.62 | 9.84 | 5.18 | — | — | — | — | — | — | — | — | |
| FuXi-alphanumber of layers=22025.12 | 11.08 | 30.81 | 5.55 | 9.81 | 5.13 | — | — | — | — | — | — | — | — | |
| FuXi-alpha-Largenumber of layers=82025.12 | 11.07 | 30.72 | 5.52 | 9.74 | 5.08 | — | — | — | — | — | — | — | — | |
| FuXi-beta-Largenumber of layers=82025.12 | 10.79 | 30.46 | 5.43 | 9.66 | 5.05 | — | — | — | — | — | — | — | — | |
| LLaMa-Largenumber of layers=82025.12 | 10.73 | 30.42 | 5.4 | 9.64 | 5.03 | — | — | — | — | — | — | — | — | |
| LLaManumber of layers=22025.12 | 10.71 | 30.6 | 5.42 | 9.71 | 5.08 | — | — | — | — | — | — | — | — | |
| HSTU-Largenumber of layers=82025.12 | 10.65 | 29.44 | 5.35 | 9.38 | 4.93 | — | — | — | — | — | — | — | — | |
| FuXi-betanumber of layers=22025.12 | 10.64 | 29.79 | 5.34 | 9.46 | 4.95 | — | — | — | — | — | — | — | — | |
| HSTUnumber of layers=22025.12 | 10.5 | 29.11 | 5.35 | 9.36 | 4.98 | — | — | — | — | — | — | — | — | |
| SASRecnumber of layers=22025.12 | 10.03 | 28.78 | 5.05 | 9.09 | 4.75 | — | — | — | — | — | — | — | — | |
| FLASH-Largenumber of layers=82025.12 | 9.83 | 28.52 | 4.92 | 8.94 | 4.64 | — | — | — | — | — | — | — | — | |
| FLASHnumber of layers=22025.12 | 9.77 | 28.44 | 4.95 | 8.96 | 4.68 | — | — | — | — | — | — | — | — | |
| GRU4Recnumber of layers=22025.12 | 9.54 | 26.86 | 4.82 | 8.54 | 4.52 | — | — | — | — | — | — | — | — | |
| Mamba4Recnumber of layers=22025.12 | 9.03 | 25.6 | 4.55 | 8.1 | 4.27 | — | — | — | — | — | — | — | — | |
| GRU4Rec-Largenumber of layers=82025.12 | 8.85 | 24.63 | 4.46 | 7.86 | 4.19 | — | — | — | — | — | — | — | — | |
| LRURecnumber of layers=22025.12 | 8.25 | 23.91 | 4.15 | 7.51 | 3.94 | — | — | — | — | — | — | — | — | |
| LinRecnumber of layers=22025.12 | 7.99 | 24.54 | 3.96 | 7.5 | 3.82 | — | — | — | — | — | — | — | — | |
| LRURec-Largenumber of layers=82025.12 | 5.25 | 12.01 | 2.69 | 4.1 | 2.42 | — | — | — | — | — | — | — | — | |
| Mamba4Rec-Largenumber of layers=82025.12 | 5.13 | 13.61 | 2.68 | 4.48 | 2.54 | — | — | — | — | — | — | — | — | |
| LinRec-Largenumber of layers=82025.12 | 5.03 | 11.53 | 2.47 | 3.86 | 2.23 | — | — | — | — | — | — | — | — | |
| SASRec-Largenumber of layers=82025.12 | 4.7 | 10.54 | 2.51 | 3.76 | 2.33 | — | — | — | — | — | — | — | — | |
| AdaSIR2026.05 | — | — | — | — | — | — | — | 3.54 | 6.06 | 11.15 | 2.18 | 2.99 | 4.28 | |
| DINTraining TFLOP=505.08, Inference TFLOP=168.362026.02 | — | — | — | — | — | 86.85 | — | — | — | — | — | — | — | |
| DIN2025.10 | — | — | — | — | — | 86.4 | 74.4 | — | — | — | — | — | — | |
| DNS2026.05 | — | — | — | — | — | — | — | 3.49 | 6.38 | 9.76 | 2.16 | 3.1 | 3.95 | |
| DNS+2026.05 | — | — | — | — | — | — | — | 5.42 | 9.23 | 14.16 | 3.44 | 4.59 | 5.92 | |
| GNNO2026.05 | — | — | — | — | — | — | — | 5.48 | 8.47 | 14.26 | 3.34 | 4.47 | 5.91 | |
| HSTUTraining TFLOP=617.78, Inference TFLOP=198.802026.02 | — | — | — | — | — | 86.76 | — | — | — | — | — | — | — | |
| HSTU2025.10 | — | — | — | — | — | 86.3 | 74.3 | — | — | — | — | — | — | |
| MDCNS2026.05 | — | — | — | — | — | — | — | 6.17 | 9.92 | 15.92 | 3.68 | 4.87 | 6.37 | |
| MHA2025.10 | — | — | — | — | — | 86.3 | 74.3 | — | — | — | — | — | — | |
| MixGCF2026.05 | — | — | — | — | — | — | — | 2.95 | 4.13 | 6.22 | 2.16 | 2.55 | 3.07 | |
| MixGCF+2026.05 | — | — | — | — | — | — | — | 5.47 | 8.47 | 13.4 | 3.26 | 4.23 | 5.47 | |
| RNS2026.05 | — | — | — | — | — | — | — | 3.49 | 6.06 | 11.1 | 2.14 | 2.98 | 4.24 | |
| SASRecTraining TFLOP=550.92, Inference TFLOP=176.512026.02 | — | — | — | — | — | 88.04 | — | — | — | — | — | — | — | |
| SASRec2025.10 | — | — | — | — | — | 86.8 | 74.2 | — | — | — | — | — | — | |
| SRNS2026.05 | — | — | — | — | — | — | — | 4.77 | 8.04 | 12.39 | 3.21 | 4.25 | 5.34 | |
| STCATraining TFLOP=626.49, Inference TFLOP=208.752026.02 | — | — | — | — | — | 86.89 | — | — | — | — | — | — | — | |
| TransformerTraining TFLOP=802.39, Inference TFLOP=267.462026.02 | — | — | — | — | — | 86.88 | — | — | — | — | — | — | — | |
| TTSN2025.10 | — | — | — | — | — | 86.9 | 74 | — | — | — | — | — | — | |
| ULTRA-HSTUTraining TFLOP=504.41, Inference TFLOP=166.412026.02 | — | — | — | — | — | 86.26 | — | — | — | — | — | — | — | |
| VISTAquasi-linear attention=false2025.10 | — | — | — | — | — | 86.3 | 74.4 | — | — | — | — | — | — | |
| VISTAquasi-linear attention=true2025.10 | — | — | — | — | — | 86.4 | 74.3 | — | — | — | — | — | — |