Table 2.
Input | h = 0.5 | h = 2 | h = 3.2 |
---|---|---|---|
Theory (N → ∞) | −2 | 1 | 0 |
Theory (N = 10) | −2.045 | 1.041 | 0.011 |
Leg. samples | −2.056 | 1.039 | 0.009 |
Adv. examples (C.) | −2.039 | 0.952 | 0.026 |
Adv. examples (D.) | − | − | 0.073 |
For a 10 × 10 × 10 grid, the theoretical value for the Hopf index is shown in the third row, where the small deviations from the corresponding integers are caused by the discretization error in the 3D momentum integration. The Hopf indices of experimentally implemented legitimate (Leg.) samples, and adversarial (Adv.) examples with continuous (C.) and discrete (D.) attacks are close to the theoretical values.