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Adversarial Attack on Heat Exchanger simulation dataset (test)

100Attack Success RateMIMONet
-4235077Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MIMONetError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.03100
MIMONetError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.03100
MIMONetError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.03100
MIMONetError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.03100
NOMADError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.03100
NOMADError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.03100
NOMADError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.03100
S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.03100
S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.03100
S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03100
S-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03100
POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.03100
POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.03100
POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.03100
POD-DeepONetError Threshold=10%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.03100
NOMADError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.03100
S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.03100
S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03100
S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03100
S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.03100
S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.03100
S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=1.8M2026.0399
S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.0394.5
S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=1.8M2026.0393.5
MIMONetError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.0391.7
NOMADError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.0391
NOMADError Threshold=10%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.0387
NOMADError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.0380.9
S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=1.8M2026.0377.7
MIMONetError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.0373.8
POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.0373.6
POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.0371.9
POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.0371.9
POD-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.0371.3
MIMONetError Threshold=20%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.0367.4
NOMADError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.0362.3
MIMONetError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.0355.8
NOMADError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.0354.2
S-DeepONetError Threshold=20%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.0351.9
NOMADError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.0347.7
MIMONetError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.0336.1
POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.0329.6
POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.0328.4
POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.0325.2
POD-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.0324.5
MIMONetError Threshold=30%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.0322.6
NOMADError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.0322.6
S-DeepONetError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.0317.1
NOMADError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=2.1M2026.0317.1
MIMONetError Threshold=30%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.0313.1
MIMONetError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.039.4
NOMADError Threshold=30%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.038.6
NOMADError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=2.1M2026.032.2
MIMONetError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=1.2M2026.030
MIMONetError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=1.2M2026.030
MIMONetError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=1.2M2026.030
MIMONetError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=1.2M2026.030
NOMADError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=2.1M2026.030
NOMADError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=2.1M2026.030
S-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=1.8M2026.030
POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=1, Parameters=1.6M2026.030
POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=3, Parameters=1.6M2026.030
POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=5, Parameters=1.6M2026.030
POD-DeepONetError Threshold=40%, L0 (number of inputs perturbed)=10, Parameters=1.6M2026.030