Securing Artificial Intelligence Model Weights
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Securing AI Model Weights
The authors describe how to secure the weights of frontier artificial intelligence and machine learning models (that is, models that match or exceed the capabilities of the most advanced models at the time of their development).
Securing Artificial Intelligence Model Weights
As frontier artificial intelligence (AI) models become more capable, protecting them from malicious actors will become more important. If AI systems rapidly become more capable over the next few years, achieving sufficient security will require investments--starting today--well beyond what the default trajectory appears to be. This working paper suggests steps that can be taken now to avoid future problems.
PRACTICAL GUIDE TO ARTIFICIAL INTELLIGENCE FOR SECURE SOFTWARE SYSTEMS
Author: Virender Dhiman
language: en
Publisher: Xoffencer international book publication house
Release Date: 2024-07-04
There is no doubt that the world today is a lot different than it was fifty or even thirty years ago, from the standpoint of technology. Just imagine when we landed the first man on the moon back in 1969. All of the computers that were used at NASA were all mainframe computers, developed primarily by IBM and other related computer companies. These computers were very large and massive—in fact, they could even occupy an entire room. Even the computers that were used on the Saturn V rocket and in the Command and Lunar Excursion Modules were also of the mainframe type. Back then, even having just 5 MB of RAM memory in a small computer was a big thing. By today’s standards, the iPhone is lightyears away from this kind of computing technology, and in just this one device, we perhaps have enough computing power to send the same Saturn V rocket to the moon and back at least 100 times. But just think about it, all that was needed back then was just this size of memory. The concepts of the Cloud, virtualization, etc. were barely even heard of. The computers that were designed back then, for example, had just one specific purpose: to process the input and output instructions (also known as “I/O”) so that the spacecrafts could have a safe journey to the moon, land on it, and return safely back to Earth once again. Because of these limited needs (though considered to be rather gargantuan at the time), all that was needed was just that small amount of memory. But by today’s standards, given all of the applications that we have today, we need at least 1,000 times that much just to run the simplest of Cloud-based applications. But also back then, there was one concept that was not even heard of quite yet: Cybersecurity. In fact, even the term of “Cyber” was not even heard of. Most of the security issues back then revolved around physical security. Take, for example, NASA again. The main concern was only letting the authorized and legitimate employees into Mission Control. Who would have thought that back then there was even the slightest possibility that a Cyberattacked could literally take over control of the computers and even potentially steer the Saturn V rocket away from its planned trajectory