Time-series classification on FaultDetectionA
100AccuracyMONAQ
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MONAQ2025.05 | 100 | 20.68 | 167.948 | 2,211,680 | 0.0085 | 358.068 | |
| TENet2025.05 | 99.9 | 170.984 | 2,658.244 | 94,044,352 | 0.242 | 14,647.13 | |
| Random Search2025.05 | 99 | 18.592 | 47.176 | 499,382 | 0.0016 | 147.271 | |
| TinyTNAS2025.05 | 98.9 | 11.176 | 45.216 | 312,624 | 0.0014 | 132.681 | |
| GPT-4o-minimode=zero-shot2025.05 | 98.9 | 10,500.352 | 330.588 | 26,706,304 | 0.0162 | 1,048.406 | |
| GPT-4omode=zero-shot2025.05 | 98.5 | 8,193.6 | 330.46 | 24,381,036 | 0.0162 | 1,047.739 | |
| Grid Search2025.05 | 98.3 | 17.12 | 56.432 | 521,465 | 0.0018 | 168.597 | |
| CNN2025.05 | 97.8 | 40.68 | 248.92 | 15,267,840 | 0.0205 | 1,299.218 | |
| DS-CNN2025.05 | 96.6 | 42.416 | 331.4 | 4,121,600 | 0.0107 | 708.65 | |
| ConvLSTM2025.05 | 80.4 | 10.768 | 330.42 | 491,480 | 0.0035 | 227.471 | |
| TCN2025.05 | 74.6 | 34.608 | 210.176 | 10,977,304 | 0.0283 | 1,857.094 | |
| MLP2025.05 | 71.3 | 168 | 11.548 | 164,504 | 0 | 5.574 | |
| LSTM2025.05 | 62.2 | 8.968 | 126.096 | 24 | 0 | 0.064 | |
| D-CNN2025.05 | 60.2 | 9.96 | 12.376 | 72,960 | 0.0004 | 34.409 |