Adversarial Attack on Heat Exchanger simulation dataset (test)
100Attack Success RateMIMONet
Evaluation Results
| Method | Links | |
|---|---|---|
| MIMONetError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.03 | 100 | |
| MIMONetError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.03 | 100 | |
| MIMONetError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.03 | 100 | |
| MIMONetError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.03 | 100 | |
| NOMADError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.03 | 100 | |
| NOMADError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.03 | 100 | |
| NOMADError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.03 | 100 | |
| S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03 | 100 | |
| POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.03 | 100 | |
| POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.03 | 100 | |
| POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.03 | 100 | |
| POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.03 | 100 | |
| NOMADError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.03 | 100 | |
| S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03 | 100 | |
| S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03 | 99 | |
| S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.03 | 94.5 | |
| S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03 | 93.5 | |
| MIMONetError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.03 | 91.7 | |
| NOMADError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.03 | 91 | |
| NOMADError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.03 | 87 | |
| NOMADError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.03 | 80.9 | |
| S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.03 | 77.7 | |
| MIMONetError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.03 | 73.8 | |
| POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.03 | 73.6 | |
| POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.03 | 71.9 | |
| POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.03 | 71.9 | |
| POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.03 | 71.3 | |
| MIMONetError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.03 | 67.4 | |
| NOMADError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.03 | 62.3 | |
| MIMONetError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.03 | 55.8 | |
| NOMADError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.03 | 54.2 | |
| S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.03 | 51.9 | |
| NOMADError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.03 | 47.7 | |
| MIMONetError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.03 | 36.1 | |
| POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.03 | 29.6 | |
| POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.03 | 28.4 | |
| POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.03 | 25.2 | |
| POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.03 | 24.5 | |
| MIMONetError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.03 | 22.6 | |
| NOMADError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.03 | 22.6 | |
| S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.03 | 17.1 | |
| NOMADError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.03 | 17.1 | |
| MIMONetError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.03 | 13.1 | |
| MIMONetError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.03 | 9.4 | |
| NOMADError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.03 | 8.6 | |
| NOMADError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.03 | 2.2 | |
| MIMONetError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.03 | 0 | |
| MIMONetError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.03 | 0 | |
| MIMONetError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.03 | 0 | |
| MIMONetError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.03 | 0 | |
| NOMADError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.03 | 0 | |
| NOMADError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.03 | 0 | |
| S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.03 | 0 | |
| POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.03 | 0 | |
| POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.03 | 0 | |
| POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.03 | 0 | |
| POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.03 | 0 |