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Safe area for synthetic points. Let us call it S(x) = { x + ζ : ∥ζ∥ ≤ ε } / {y + ζ : y ∈ Dmaj , ∥ζ∥ ≤ δ}
unsafe area for synthetic points
D = Dmaj ∪ Dmin with Dmin = {x1, x2, …}
Questions: Can we train a generator so that it produces points respecting S(x) for a given x? The generator learns the shape of the safe area.
noise →
x →
→v
with x + v ∈ S(x)
G