Using ‘radioactive data’ to detect if a data set was used for training
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Re: Using ‘radioactive data’ to detect if a data set was used for training
#2Part II: Impeachment Is A Diversion & Delay - Blocking of the "impeachment" witnesses was collusion planned before the new year. Listen to an FBI agent disclosure from January 1, 2O2O here. President Trump to resign close to election securing it for Biden. See latest updates.
Here is the zip file, also made available in the 3Jan2020 update. The file within is VID_20200101_201948.mp3. Turn up the volume and put on headphones.
BB10Mp3Footage31Dec1Jan.zip 122.4mb
https://drive.google.com/file/d/1IXOOhQhHybwky8Z5pGdr9ZXhWpI...
The dialogue about the impeachment starts near the beginning. Having Biden in the White House is as good as Trump or anyone else in their organization. Obviously Schiff and Nadler pledged their allegiance to the organization by raping boys on the record, with their task being to drag out an impeachment designed to obstruct and delay any real efforts to remove the President, thus keeping Trump in power. The witness blocking was to cause an apparent uproar delaying things with legal actions until late Summer. Soon after, the President would resign, leaving any other candidate with not enough time or support to compete with an opportunistic Biden, who is as good as Trump or any other Illuminati friendly politician in the Presidency.
162 page PDF [last updated: Feb|4|2O2O]:
https://drive.google.com/file/d/1S7T_kDv48E40eHzus6CTXHxcm0W...
Previously reported:
\Wag The Dog: first was feigned impeachment hearings meant to obstruct, now an attack on Iranians in Iraq. Here is what they are trying to distract from & cover up to retain power. $100+ billion in bribes to the highest offices in this country. 815+ deaths from child rapes to prove loyalty!
See the latest PDF updates: FBI Director Wray, AG Barr, SoD Shanahan, & SoS Pompeo each raped boys and were paid billions in bribes for a Soros & Koch funded child rape org. So did Trump & his "impeachment" team Nadler,Schiff,Mueller.So did media moguls Redstone,Murdoch,Moonves. What are they trying to set up? Who can arrest them since they are all bribed and in on it ?
Their strategy to stay in every office and obstruct until forced to leave no matter what. Feigning impeachment: see page 13O. klrmklgme ge gfe.
\\if;Download the video/audio file, put on headphones and turn up the volume. You will hear these people committing these crimes. Audio was broadcast into my apartment by outdated surveillance equipment illegally embedded within my walls. This very same technology was being used to broadcast me to the internet for five years without my consent. I own this footage. Please use this to prosecute all found within. Note:: I am obliviously speaking throughout the video, and it can be quite loud at times relative to the desired content. The are dozens more links, including these, that can be found in this PDF last updated 30th Jan 2O2O:
https://drive.google.com/file/d/1S7T_kDv48E40eHzus6CTXHxcm0W...
All members of the "Illuminati"; "....an underground organization of homosexuals and child rapists..." (from pg 26: Barack Obama with Jack Dorsey).
President Donald Trump:
Demands a $4 billion dollar bribe here at 10:18am 4thJan2019:
3JanCh3_900-1100.avi
https://drive.google.com/file/d/1Grdr8xF2psKNsuYlEnl9dIRV-77...
3JanCh2_900-1100-avi
https://drive.google.com/file/d/1LUmVygl_q0XVs8h2cWr8jZl-24f...
3JanCh4_1000-1100.mp3
https://drive.google.com/file/d/1ZpP1pJbJakBgg-y-MWNozTxp3wJ...
President Trump rapes and kills twelve boys, including five boys in a "who can rape five boys to death the fastest" game:
14JanCh3_600.mp3
https://drive.google.com/file/d/1ufPmglde9Mep0m6xYMJ9c4TWTjj...
14JanCh2_600-700.mp3
https://drive.google.com/file/d/136qLJdEn8eCs9tI4QtIxl4opW_L...
Speaker of the House Nancy Pelosi:
Accepting a $3 billion dollar bribe at 1033 am on the 17th of Jan 2019 to ensure Asian boys can get through the border at "Monterrey" undocumented to be raped:
17JanCh3_949-1100.avi
https://drive.google.com/file/d/1eodHu4o5Cm3xEWhDqipSuTj-M1C...
17JanCh4_1017-1100.avi
https://drive.google.com/file/d/1y-nWEQbempkVZSz230j9wTyduZN...
Speaker Nancy Pelosi also "preps" boys with First Lady Melania Trump, defined as in she performs oral sex on the boys’ penis and anus, as a child rapist like Henry Porter would, while trying to remove fecal matter from the boy prior to handing them over to be raped and then subsequently murdered, for Supreme Court Justice Samuel Alito, who apparently decides he would rather just have ten billion dollars instead. US Attorney for Western New York James Kennedy rapes these boys instead:
12JanCh3_1533-1638.mp3
https://drive.google.com/file/d/1AgFkDsbPbI4b5Xd3Wbz2EVNNx25...
Attorney General William Barr with FBI Deputy Director Christopher Wray raped and killed boys for billions in bribes in Buffalo, New York, USA on the 17Jan2019 at 7:50am:
18JanCh4_700mp3
https://drive.google.com/file/d/1UIdZkS5ZVksZdHYsnHk2t5losi0...
18JanCh2_700.mp3
https://drive.google.com/file/d/1DFK8IAxm5pQVqZv9L518nfgP7_o...
18JanCh3_725-.mp3
https://drive.google.com/file/d/1DG5ej59Ic8RT9UhbyMdwT0BDcKI...
Secretary of State Michael Pompeo and Secretary of Defense Patrick Shanahan each raped and killed boys on 5thJan'19 at 17:39 for billions in bribes: jkswjnefvr cefe_0
5JanCh3_1600 1800.mp3
https://drive.google.com/file/d/1ghgmNrQvJ8WfJ2TsDVx1ruDU36h...
5JanCh2_1721-1818.mp3
https://drive.google.com/file/d/1eSlD4otX4KZqWXboQM92Mu-6J02...
Leaders of the "impeachment" effort Jerrold Nadler, Robert Mueller, and Adam Schiff all rape and kill boys between 11:20pm and 1:10am:
14JanCh4_2300-0000.mp3 Nadler starts at about twenty mins in-
https://drive.google.com/file/d/1Kuvv2Zmbw5Jw7onbRI2hCZ0M8FU...
14JanCh2_2304-2359.mp3
https://drive.google.com/file/d/1nofp5xF-aXXcCSgQVwj30KlzE9W...
Mueller at 12:25am, next is Schiff who starts 12:55-ish:
15JanCh2_000-100.mp3
https://drive.google.com/file/d/1EsmHfguwBuo2PbavJ1WYyhiML62...
15JanCh2_100-200.mp3
https://drive.google.com/file/d/1NZnWRnBryalNQu2yJmfJUdS2pA_...
15JanCh4_000-100.mp3 cdklndvfr, copemve.
https://drive.google.com/file/d/1ZEDJR6jb6ARpcNnWJTokBUKb2J2...
15JanCh4_100-200.mp3
https://drive.google.com/file/d/173aYWvWHH4VGht1h_2nM0IMdw74...
Complete Media Protection: Lester Holt, of NBC NightlyNews, apparently a member of the Illuminati since the 1980's, along with ABC Nightly News lead anchor David Muir, stop over to the Porter studio in Buffalo, New York on 14Jan2019 at 5:00 am. They both rape and kill about two dozen boys by 6:00 am. Muir starts around 5.15am, then Holt about 5:38 am. Multi-billionaire Rupert Murdoch, owner of News Corp and also Fox Corporation, takes his turn after Holt. Video links below:
14JanCh3_500-601.avi
https://drive.google.com/file/d/1i7NKepeyG_FfdQRrM7KsnFOZOOX...
14JanCh2_530-600.avi
https://drive.google.com/file/d/1NZzgN5ilI7ToroU5cfqMaL4o2u1...
Adding to the media protection and reason this is not picked up by the media, CBS and Viacom owner Sumner Redstone and Leslie Moonves rape and kill boys following the President.
14JanCh3_700.avi egmbe;wmgmw, we;rmbgwe.
https://drive.google.com/file/d/10XDw6x3ldnnQiq7oIjpdYVENyXa...
14JanCh2_700-800.avi
https://drive.google.com/file/d/1NS_e6AzEZ05wnfljkGMETGU5CWY...
161p PDF [last updated: Feb|4|2O2O]:
https://drive.google.com/file/d/1S7T_kDv48E40eHzus6CTXHxcm0W...
\\. Please repost in USA! Post gets censored in US
Recently more relevant:
From page 49, Senator Mitch McConnell:
At 1632 Senator Mitch McConnell checks into the Porter camera system inquiring if he can be part of the "eviction" for $10 million dollars. He is informed by group members that there are enough people for the event already and his participation is not necessary. At 1634 McConnell states "I fucked 15 kids, how am I not getting paid by you?" He is dismissed by Donald Reeves with "I think that will be all Mr. McConnell."
13JanCh3_1600-1700.avi https://drive.google.com/file/d/1L7bqOpvaEWmLiJpMhJNQDrfsQAH...
Re: Using ‘radioactive data’ to detect if a data set was used for training
#3At first glance, this seems like one of the more interesting projects to come out of Facebook AI. Justification: In the future, AI models will increasingly become interwoven with tech. It's not going to be so much "AI programming" as just "programming".
That raises an interesting question – one that has bothered me for a long time: Who owns copyright on training data?
As we saw with Clearview AI, a lot of data is being used without consent or even knowledge of the creators. And it's extremely hard to detect this usage, let alone enforce rights on it.
I might be misunderstanding this work, but it seems like this would give you the ability to mark your digital data in such a way that you could prove it was later used in a model.
Unfortunately, it's not that simple. You don't have access to the models (normally). And I'm betting that this work is somehow domain-specific, meaning you can't really come up with a generalized marker to imprint on all your data.
But this implies you might be able to mark your data with many such markers, in hopes that one of them will later be triggered:
We also designed the radioactive data method so that it is extremely difficult to detect whether a data set is radioactive and to remove the marks from the trained model.
The flipside is interesting, too: This might give companies yet another way of tracking users. Now you can check whether a given user was in your model's actual training set, and if not, fine-tune the model on the fly.
Looking forward to seeing what comes of this.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#4The question would be whether it’s possible to make one’s behavioural data (online or offline) “radioactive” to then prove with a high degree of accuracy whether someone (like Facebook) is stalking you online to deliver targeted ads.
At the moment advertising providers use a lot of data for ad targeting, some of which is benign and/or acquired with informed consent. As a result it makes it impossible for the user to tell whether an ad was targeted to them based on data they consented to share or if the data used was data they didn’t want to be collected or used for advertising purposes.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#5I'm surprised that it's even necessary to modify the dataset to achieve this. From what I've read, large models will often memorize their training data, and it seems like even with smaller models it should be possible to tell whether or not it was trained with some set of images, simply because the loss will be lower.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#6The question would be whether it’s possible to make one’s behavioural data (online or offline) “radioactive” to then prove with a high degree of accuracy whether someone (like Facebook) is stalking you online to deliver targeted ads. At the moment advertising providers use a lot of data for ad targeting, some of which is benign and/or acquired with informed consent. As a result it makes it impossible for the user to…
Could be easy enough if your opponent is not expecting it and deploying countermeasures. Something like a customized AdNauseam https://adnauseam.io/ that prefers clicking some particular crap you don't like.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#7It is hard to believe that modifying input datasets won't modify the qualitative behavior of the outputs in some way.
This appears to be a modern variation of the https://en.wikipedia.org/wiki/Fictitious_entry / copy-trap behavior that mapmakers have made in the past.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#8> Radioactive data could also help protect against the misuse of particular data sets in machine learning.
This last sentence is the real reason behind this technology. Training data isn't cheap and I'm sure the paying party needs a watermark on it.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#9I'm surprised that it's even necessary to modify the dataset to achieve this. From what I've read, large models will often memorize their training data, and it seems like even with smaller models it should be possible to tell whether or not it was trained with some set of images, simply because the loss will be lower.
Training pipelines tend to perform image transformations before feeding it to the model, which complicates that.
Re: Using ‘radioactive data’ to detect if a data set was used for training
#10It is hard to believe that modifying input datasets won't modify the qualitative behavior of the outputs in some way. This appears to be a modern variation of the https://en.wikipedia.org/wiki/Fictitious_entry / copy-trap behavior that mapmakers have made in the past.
I think most ML models aren’t very “lean”, meaning there is space in their weight layers for information isn’t directly attributable to predictive accuracy. That space is likely where this new “radioactive” like data is being “stored”/“remembered”.
The leanness could be increased during training by progressively trimming width/depth of weights, but I doubt if every model has this done.