If the creation of fakes is as easy as claimed, Neuralhash evidence alone will become inadmissible.
There are plenty of lawyers and money waiting to establish this.
> If the creation of fakes is as easy as claimed, Neuralhash evidence alone will become inadmissible.
As has been already pointed out the system is designed to handle attacks like this.
Here is the relevant paragraph from Apple’s documentation:
“as an additional safeguard, the visual derivatives themselves are matched to the known CSAM database by a second, independent perceptual hash. This independent hash is chosen to reject the unlikely possi- bility that the match threshold was exceeded due to non-CSAM images that were ad- versarially perturbed to cause false NeuralHash matches against the on-device en- crypted CSAM database. If the CSAM finding is confirmed by this independent hash, the visual derivatives are provided to Apple human reviewers for final confirmation.”
https://www.apple.com/child-safety/pdf/Security_Threat_Model...
At this point you’re already inside the guts of the justice system, and have been accused of distributing CSAM. Indeed depending on how diligent the prosecutor is, you might need to wait till trial before you can defend yourself.
At that point you’re life as you know is already fucked. The only thing proving your innocence (and the need to do so is itself a complete miscarriage of justice) will save you from is a prison sentence.