Next App Prediction on Tsinghua App Usage (cold-start)
54.63ACC@1MISApp
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MISAppsplit=cold-start2026.03 | 54.63 | 76.14 | 81.92 | 64.08 | 65.44 | |
| FEDformersplit=cold-start2026.03 | 52.96 | 73.92 | 80.24 | 62.37 | 63.82 | |
| MAPLEsplit=cold-start2026.03 | 52.28 | 74.17 | 81.28 | 62.06 | 63.6 | |
| TimesNetsplit=cold-start2026.03 | 51.59 | 72.05 | 78.48 | 60.74 | 62.22 | |
| Transformersplit=cold-start2026.03 | 48.77 | 67.99 | 73.95 | 57.4 | 58.77 | |
| Reformersplit=cold-start2026.03 | 48.71 | 67.64 | 73.57 | 57.23 | 58.59 | |
| Hypergraph Modelsplit=cold-start2026.03 | 48.11 | 68.67 | 75.53 | 57.22 | 58.79 | |
| NeuSAsplit=cold-start2026.03 | 44.33 | 61.69 | 68.12 | 52.06 | 53.53 | |
| CoSEMsplit=cold-start2026.03 | 31.11 | 55.97 | 65.25 | 42.04 | 44.16 | |
| Appformersplit=cold-start2026.03 | 28.13 | 48.89 | 58.44 | 18.2 | 15.6 | |
| Appusage2Vecsplit=cold-start2026.03 | 27.3 | 46.74 | 57.57 | 35.72 | 38.18 | |
| MFUsplit=cold-start2026.03 | 18.4 | 39.62 | 51.43 | 27.59 | 30.29 | |
| DLinearsplit=cold-start2026.03 | 7.95 | 17.15 | 23.37 | 11.91 | 13.31 | |
| MRUsplit=cold-start2026.03 | 0 | 56.49 | 66.61 | 26.37 | 28.72 |