3 ms·
To reduce the adverse effects of fake evidence (eventually called deepfake), off and on since 2004, and especially since ten years ago, I've been thinking up, N
by provability 4y ago
To reduce the adverse effects of fake evidence (eventually called deepfake), off and on since 2004, and especially since ten years ago, I've been thinking up, NOT DETECTION methods, but prospective, pro-active methods to instrument a data stream, to increase the odds that video, audio, or other time-series data (including e.g. scientific experimental data) eventually can be proven to have been created from real life (and not faked) at the time & place claimed.
This is not just "proof of existence" by inserting hashes of content into a Merkle tree, like Haber & Stornetta implemented in 1990 and like we talked about on the Cypherpunks email list in the early 1990s, although of course that would be part of a complete system.
Nor is it relying on just the metadata that e.g. TruePic uses. I have been developing additional methods to asymptotically approach provability that the content depicted actually happened in real life. Think undetectable watermarks by multiple observers (courts want to see multiple witnesses) but it goes beyond that.
Relevant to this are efforts by CAI, C2PA, and companies like TruePic. I am hoping my methods are different enough, with little enough overlap, that we can realize them without licensing their IP. My goal is a more decentralized system that protects the privacy of witnesses.
My contact info is in my profile. I'd love to discuss this with anyone. I'd even be relieved if someone would explain that my ideas are not useful, or already have been done, or even would have unintended negative consequences for society. (It's hard to stay current in the relevant literature on signal processing, steganography, cryptography, and zero-knowledge proof, plus politics and game theory.)
I would even considering simply donating my trade secrets (such as they are) to some person or organization who impresses me as sincere and likely to move them forward, to avoid having to sit on them hands-off (again) during my tenure at (yet another) company that is about to offer me a full-time job today to work on something unrelated. While some of my ideas "toward authenticatability" may have been ahead of their time when I first wrote them up ten years ago, they probably aren't anymore, so the window is (at best) closing now.
- O__________O 4y agoTo me, being able to trace the province of content is much more dangerous than deep fakes, since such systems have the potential to become wide spread, unavoidable, and constrain free exchange of information.
- provability 4y agoI agree! I've put some thought into how to keep the power decentralized -- and ideally to make it more so than the status quo. I think the techniques are compatible with that. I don't like the emphasis of Truepic et all on identifying which individual or which device recorded the evidence. I mean, yes, many in the West would like to know that a video clip is just as a specific, named, respected photojournalist filmed it, but imagine what would happen under a despot who doesn't respect press freedom.
- O__________O 4y agoPeople generally speaking are too lazy to manage an independent system and governments have to much incentives to abuse systems like this if given the chance. If anything, if I was spending time on the topic it would be to drive public interest in systems that happen to also make sourcing province of media harder, not easier. Fakes are not the issue, they’re an excuse for people to do something they would have done anyway, nothing more. No amount of reasoning or facts will ever will ever change a biased person’s beliefs. Fake news is just a symptom of the real issue, it’s not the problem.
- provability 4y agoI feel like your statement reduces to "people are not affected by evidence." There is a category of people for whom that is true, but is there not also a category of people whose beliefs and actions are affected by evidence? That may be the case now, or maybe it only was in the past? What will we do when ALL true evidence is indistinguishable from fake evidence? (By the way, I think you mean "provenance," and as I've edited my post and bio blurb to explain, I too am against methods that disclose the identity of the witness. Rather, my methods would help multiple witnesses to an atrocity [such as police firing live ammo at nonviolent protestors] to corroborate one another's accounts before identifying themselves. They could possibly even effectively discredit an official, faked account without identifying themselves.) I mean, at least in the US, trial lawyers bill by the hour, which, as I see it, is already a conflict of interest on a meta level. This system is pretty inefficient. What if we could prevent most "he said, she said" situations (and, probably, billable hours) by making recording of all one's experiences the norm, while also safeguarding the privacy of those recordings until such time as a dispute (such as a court case) arises? (This latter, especially in the context of doctor-patient relationships, was the original root, circa 2004, of my line of thought. The idea then was "universal surveillance by private individuals of their own lives, encrypted by default, with proof of existence, optional decryption, and sharing.")
- intrasight 4y agoI too have been contemplating architectural solutions to this problem for about a year. I've probably posted about it on HN at some point. I'll email you - or try to ;)
- provability 4y agoGreat! Please do email me.