Conspirador Norteño Profile picture
Nov 1, 2020 18 tweets 8 min read Read on X
We've done a decent amount of research on the use of GAN-generated images over the last two years, mostly fake face "photos" such as those produced by thispersondoesnotexist(dot)com. Here are all of our related threads in one place.

cc: @ZellaQuixote
GAN is an abbreviation for "generative adversarial network", the AI technique used to produce these images (and other things). Here's a "brief" description of how StyleGAN, the GAN behind thispersondoesnotexist(dot)com, works.
machinelearningmastery.com/introduction-t…
Here's the first network we found in the wild using GAN-generated face pics (29 of 52 accounts, created in two batches). The profiles featured repetitive biographies mentioning family, friends, country, and weapons.

Next up, a coronavirus/bitcoin-themed botnet from March 2020. 16 of 28 accounts used GAN-generated face pics.
In May 2020, we ran into a set of five fake pro-Biden accounts, all using the same GAN-generated profile pic. These accounts self-deleted shortly after this thread was posted.
Our first stab at a programmatic method for detecting GAN-generated face pics. This technique is designed to make the GAN-generated pictures easier to notice in groups of thousands of images - it isn't terribly accurate for individual images.
From May 2020, a 41 account Spanish-language botnet using GAN-generated profile images, with a focus on Argentina.
Next, a 4chan op using accounts with GAN-generated pics to push the #BernReturn hashtag alongside a bogus claim that Bernie Sanders was returning campaign donations.
Speaking of 4chan, thispersondoesnotexist(dot)com is quite popular over there, and folks frequently suggest using it as a source of profile pics for bogus Twitter accounts.


Here's a thread on now-suspended part-automated political troll account @Juan6million. This account mostly pushed left-wing messaging and hashtags, but also promoted alt-right talking points and influencers such as @MrAndyNgo.
The most prolific use of GAN-generated profile pics we've seen thus far was from the "Thousand Followers" follower-buying website (presently on hiatus). 8727 of 17957 of the fake Twitter followers provided by this site used GAN-generated images.
From August 2020, a mixed commerical/political retweet botnet consisting of 21 accounts using GAN-generated face pics.
We've run across a couple of botnets promoting cryptocurrency sites that use GAN-generated profile pics: 41 accounts pushing cointelegraph(dot)com and 28 accounts pushing ethereumcryptocurrency(dot)com.

Deepfake human faces are not the only sort of images one can produce with GANs. Here's a thread on GAN-generated anime pics, and the detection thereof:
From November 2020, a fake follower/retweet botnet using GAN-generated profile pics (164 accounts).
A similar network follower/retweet botnet created in August 2020. 53 accounts, all using GAN-generated pics. It mostly amplifies Russian-language accounts.
Thread on a weird automated account (@Jtatejtate1) using a GAN-generated face. A bunch of its followers are part of a recently reactivated botnet from 2013.
Using reverse image search to find Twitter accounts using GAN-generated profile pics:

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More from @conspirator0

Mar 8
Just for fun, I decided to search Amazon for books about cryptocurrency a couple days ago. The first result that popped up was a sponsored listing for a book series by an "author" with a GAN-generated face, "Scott Jenkins".

cc: @ZellaQuixote sponsored Amazon listing for the "Crypto Essentials" series by "Scott Jenkins", an author with a GAN-generated face>
screenshot of the About the Author page for "Scott Jenkins"
Alleged author "Scott Jenkins" is allegedly published by publishing company Tigress Publishing, which also publishes two other authors with GAN-generated faces, "Morgan Reid" and "Susan Jeffries". (A fourth author uses a photo of unknown origin.) screenshots of the About the Author pages for "Morgan Reid" and "Susan Jeffries"
list of books by "Scott Jenkins" on the Tigress Publishing website
list of books by "Morgan Reid" on the Tigress Publishing website
Image
As is the case with all unmodified StyleGAN-generated faces, the facial feature positioning is extremely consistent between the three alleged author images. This becomes obvious when the images are blended together. all three GAN-generated faces blended together
Read 5 tweets
Feb 8
The people in these Facebook posts have been carving intricate wooden sculptures and baking massive loaves of bread shaped like bunnies, but nobody appreciates their work. That's not surprising, since both the "people" and their "work" are AI-generated images.

cc: @ZellaQuixote three Facebook posts featuring AI-generated images of various large sculpted items: a loaf of bread shaped like a rabbit, and wooden sculptures shaped like a deer and an eagle
In the last several days, Facebook's algorithm has served me posts of this sort from 18 different accounts that recycle many of the same AI-generated images. Six of these accounts have been renamed at least once. collage of 18 Facebook profiles
Page Transparency info for six of the pages
The AI-generated images posted by these accounts include the aforementioned sculptures, sad birthdays, soldiers holding up cardboard signs with spelling errors, and farm scenes.

The common element: some sort of emotional appeal to real humans viewing the content. three Facebook posts featuring AI-generated images of various large sculpted items: a loaf of bread shaped like a rabbit, and wooden sculptures shaped like a deer and an eagle
three Facebook posts featuring AI-generated images of people holding birthday cakes
three Facebook posts featuring AI-generated images of soldiers holding cardboard signs with spelling errors
three Facebook posts featuring AI-generated images of people holding freshly picked produce
Read 7 tweets
Jan 24
As Bluesky approaches 30 million users, people who run spam-for-hire operations are taking note. Here's a look at a network of fake Bluesky accounts associated with a spam operation that provides fake followers for multiple platforms.

cc: @ZellaQuixote screenshots of 12 Bluesky accounts with the biography "Praticante de esportes radicais"
This fake follower network consists of 8070 Bluesky accounts created between Nov 30 and Dec 30, 2024. None has posted, although some have reposted here and there. Almost all of their biographies are in Portuguese, with the exception of a few whose biographies only contain emoji. hourly creation volume chart for the 8070 accounts in the spam network
table of 30 example spam accounts
The accounts in this fake follower network use a variety of repeated or otherwise formulaic biographies, some of which are repeated dozens or hundred of times. Some of the biographies begin with unnecessary leading commas, and a few consist entirely of punctuation. table of biographies most frequently used by the network
screenshots of six accounts with malformed biographies
Read 8 tweets
Jan 10
It's presently unclear why, but over the past year someone has created a network of fake Facebook accounts pretending to be employees of the Los Angeles Dodgers. Many of the accounts in this network have GAN-generated faces.

cc: @ZellaQuixote Screenshots of the profiles of 12 fake LA Dodger employee Facebook accounts
This network consists of (at least) 80 Facebook accounts, 48 of which use StyleGAN-generated faces as profile images. The remaining 32 all use the same image, a real photograph of a random person sitting in an office. collage of 48 GAN-generated faces used as profile images by the fake accounts
collage of 32 identical photos used as profile images by the fake accounts
As is the case with all unmodified StyleGAN-generated faces, the main facial features (especially the eyes) are in the same position on all 48 AI-generated faces used by the network. This anomaly becomes obvious when the faces are blended together.
Read 6 tweets
Oct 18, 2024
None of these chefs exist, as they're all AI-generated images. This hasn't stopped them from racking up lots of engagement on Facebook by posting AI-generated images of food (and occasional thoughts and prayers), however.

cc: @ZellaQuixote collage of 11 AI-generated images of chefs, presently being used as the avatars of Facebook accounts
These "chefs" are part of a network of 18 Facebook pages with names like "Cook Fastly" and "Emily Recipes" that continually post AI-generated images of food. While many of these pages claim to be US-based, they are have admins in Morocco per Facebook's Page Transparency feature. collage of the profiles of 18 Facebook "chef" pages that post AI-generated images of food
screenshots of Facebook page transparency info showing that the pages are run from Morocco
Between them, these 18 Facebook "chef" pages have posted AI-generated images of food at least 36,000 times in the last five months. Not all of the images are unique; many have been posted repeatedly, sometimes by more than one of the alleged chefs. examples of AI-generated food images posted by the Facebook spam pages
examples of AI-generated food images posted by more than one Facebook spam page
Read 7 tweets
Sep 8, 2024
Can simple text generation bots keep sophisticated LLM chatbots like ChatGPT engaged indefinitely? The answer is yes, which has some potentially interesting implications for distinguishing between conversational chatbots and humans.

cc: @ZellaQuixote
conspirator0.substack.com/p/baiting-the-…
screenshot of Substack post
For this experiment, four simple chatbots were created:

• a bot that asks the same question over and over
• a bot that replies with random fragments of a work of fiction
• a bot that asks randomly generated questions
• a bot that repeatedly asks "what do you mean by <X>?"
The output of these chatbots was used as input to an LLM chatbot based on the 8B version of the Llama 3.1 model. Three of the four bots were successful at engaging the LLM chatbot in a 1000-message exchange; the only one that failed was the repetitive question bot.


screenshots of portions of the conversation between the repetitive cheeseburger bot and the LLM bot
screenshots of portions of the conversation between the Star Trek bot and the LLM bot
screenshots of portions of the conversation between the random question bot and the LLM bot
screenshots of portions of the conversation between the "what do you mean" bot and the LLM bot
Read 5 tweets

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