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> collisions and even arbitrary second preimages have been constructed.

The chance of a mismatch is 8.63616855509e-78%

If the hash was an atom then you would have to guess which atom in the observable universe it is. That is how likely a collision will happen.



I have posted numerous neuralhash collisions online already[1] and can generate more on demand. The "chance" is 100% because perceptual hashing schemes do not and cannot achieve cryptographic strength.

[1] https://academic.oup.com/cybersecurity/article/10/1/tyad020/... see the girl/dog image on page 12 for one of my examples in the academic literature.




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