Sunday, May 5, 2024

4 Ways How Generative AI Can Combat Deepfakes

 


Just last week, I authored an entire article for a client about Deepfakes.  For those of you who do not know what they are, it is basically a replication made of an individual, but it is primarily used for sinister purposes. 

But the catch here is it is Generative AI that is used to create, and they very often come in the way of videos, most often posted on YouTube.  One of the best examples of Deepfakes is in the Election Cycles.  They are created to create an impostor video of the real politician, but it gets more dangerous here. 

For example, the video will very often have a link to it that will take you to a phony website, asking you to donate money to their campaign.  But in the end, the money that you donate is not going to that cause, rather, it was probably sent to an offshore bank account located in a nation-state Threat Actor, such as Russia, China, or North Korea.  Just to show the extent that Deepfakes have created, consider these statistics:

*Deepfakes are growing at a rate of 900% on an annual basis.

*One victim of a Deepfake Attack actually ended up paying over $25 Million after a fake video of their CFO was posted on the Social Media Platforms.

So what exactly can be done to curtail the rising danger of Deepfakes?  Well, the thinking is that the Federal Government (and for that matter, those around the world) need to start implementing serious pieces of legislation that will provide steep financial penalties and prison time.  But unfortunately, these actions have not taken place yet, due two primary reasons:

*The legislations that are passed simply cannot keep up with the daily advances that are being made in Generative AI.

*Even if a perpetrator is located, it can take law enforcement a very long time to justice, given the huge caseloads that they already have on the books related to security breaches.

*Trying to combat Deepfakes on a global basis takes intelligence and information sharing amongst the nations around the world, some  of which are not ready for this task or simply are unwilling to participate.

So, now the thinking is that the business community should take the fight directly now to the Cyberattacker.  But what tools can be used?  Believe it or not, Generative AI can also be used here, but for the good.  Here are some thoughts that have been floating around the Cyber world:

*It can be used to carefully analyze any kind of inconsistencies between what is real and what is fake.  For example, in a video, there will always be subtle changes in lighting, or unnatural facial movements.  These are very difficult to spot for the human eye, but to a Gen AI tool programmed with the right algorithms, it can seek them out, and fairly quickly.

*While Deepfakes are great at replicating images, they are not so good yet at recreating the voice of the victim.  In fact, the voice will almost sound “robotic like”.  If Voice Recognition can be used in conjunction with Gen AI here, this will probably be yield the first, definitive proof that a Deepfake has been used for malicious purposes.  Also, this kind of evidence should also hold up in a Cout of Law in case the perpetrator is ever brought to justice.

*If the company even makes use of other Biometric Modalities such as that of Facial Recognition, it can also be used to great level of certainty to determine if an image or a video is an actual Deepfake or not.

*Another option that a company can use is what is known as “Content Watermarking”.  These are hidden identifiers that can be placed in an actual image, and at the present time, a fake replication of these will not be able to notice them.  Thus, this is an easier way to tell if an image or video is real or not.

My Thoughts On This:

Even to implement the above-mentioned solutions, it is going to cost money for a company to do.  Given the mass layoffs in the tech sector as of late, and how Cybersecurity is still a “back seat” issue with many C-Suites, these solutions will not be deployed in the near term.  And IMHO, it’s a disaster that is waiting to happen, as once again, Gen AI is advancing at a clip that really nobody can keep with yet.

In fact , according to a recent report from Cisco, only 3% of companies in Corporate America have even increased their funding to fight off the nefarious purposes that Gen AI can bring to the table.  More details about this study can be found at the link below:

https://www.darkreading.com/vulnerabilities-threats/innovation-not-regulation-will-protect-corporations-from-deepfakes

To view the actual letter that was signed by some of the major Gen AI pioneers mandating further Federal Government intervention, click on the link below:

https://openletter.net/l/disrupting-deepfakes

 

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