Next App Prediction on Tsinghua App Usage (standard)
54.24Accuracy@1MISApp
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MISAppsplit=standard2026.03 | 54.24 | 76.14 | 82.77 | 0.6404 | 0.6557 | |
| FEDformersplit=standard2026.03 | 52.46 | 73.72 | 80.76 | 0.6209 | 0.6364 | |
| MAPLEsplit=standard2026.03 | 51.91 | 73.85 | 81.15 | 0.6169 | 0.6338 | |
| TimesNetsplit=standard2026.03 | 51.52 | 72.76 | 79.71 | 0.6099 | 0.6259 | |
| Transformersplit=standard2026.03 | 48.26 | 67.08 | 73.42 | 0.5665 | 0.581 | |
| Reformersplit=standard2026.03 | 48.03 | 66.57 | 72.98 | 0.5629 | 0.5777 | |
| Hypergraph Modelsplit=standard2026.03 | 47.9 | 69.67 | 77.33 | 0.5761 | 0.5937 | |
| NeuSAsplit=standard2026.03 | 46.4 | 65.62 | 72.86 | 0.5492 | 0.5658 | |
| CoSEMsplit=standard2026.03 | 41.63 | 66.82 | 74.99 | 0.5282 | 0.5469 | |
| Appusage2Vecsplit=standard2026.03 | 39.21 | 64.47 | 76.26 | 0.5013 | 0.5289 | |
| DeepAppsplit=standard2026.03 | 28.62 | 59.31 | 70.75 | 0.421 | 0.4473 | |
| DeepPatternsplit=standard2026.03 | 28.48 | 58.84 | 70.16 | 0.4185 | 0.4444 | |
| Appformersplit=standard2026.03 | 27.22 | 47.7 | 57.17 | 0.2026 | 0.2015 | |
| MFUsplit=standard2026.03 | 18.41 | 38.17 | 48.81 | 0.27 | 0.2942 | |
| DLinearsplit=standard2026.03 | 10.3 | 19.64 | 26.12 | 0.1425 | 0.1572 | |
| MRUsplit=standard2026.03 | 7.77 | 20.06 | 26.15 | 0.1323 | 0.146 | |
| SA-GCNsplit=standard2026.03 | 6.13 | 18.82 | 25.21 | 0.1183 | 0.1331 |