I'm not certain on this, however it has been implied to me by custom officials that declaring excess funds (typically over 10k USD) when traveling internationally can protect against seizure.

That doesn't seem right.

I suspect they mean that it is protection against it "going missing", as in there's a record of the money being brought in.

I don't think it protects against anything just to declare to customs.