App Prediction on Tsinghua App Usage dataset (test)
54.24ACC@1MISApp
Evaluation results
| Method | Links | |
|---|---|---|
| MISAppParameters (M)=1.32, Model size (MB)=5.08, Memory (MB)=435, Latency Mean (ms)=38.169, P95 Latency (ms)=43.67, Inference time (s/sample)=0.0066e-22026.03 | 54.24 | |
| MAPLEParameters (M)=60.0, Model size (MB)=480.0, Inference time (s/sample)=1.1270e-22026.03 | 51.91 | |
| Hypergraph ModelParameters (M)=1.55, Model size (MB)=7.95, Memory (MB)=1006, Latency Mean (ms)=195.70, P95 Latency (ms)=200.03, Inference time (s/sample)=0.0376e-22026.03 | 47.9 | |
| DeepAppParameters (M)=2.17, Model size (MB)=8.29, Memory (MB)=547, Latency Mean (ms)=0.6648, P95 Latency (ms)=0.7348, Inference time (s/sample)=0.0005e-22026.03 | 28.62 | |
| DeepPatternsParameters (M)=1.71, Model size (MB)=6.51, Memory (MB)=589, Latency Mean (ms)=0.5054, P95 Latency (ms)=0.5394, Inference time (s/sample)=0.0017e-22026.03 | 28.48 | |
| AppformerParameters (M)=1.48, Model size (MB)=5.68, Memory (MB)=1017, Latency Mean (ms)=286.69, P95 Latency (ms)=364.39, Inference time (s/sample)=0.0550e-22026.03 | 27.22 |