A Novel Method for Implanting Codeless Backdoors in AI Models: HiddenLayer SAI Team Unveils ShadowLogic

AUSTIN, Texas, Oct. 10, 2024 /PRNewswire/ — HiddenLayer, a leader in security for AI solutions, announces a groundbreaking discovery by its SAI team: ShadowLogic, a novel technique for creating surreptitious backdoors in neural network models. This innovative method allows adversaries to implant codeless backdoors into models of any modality by manipulating the model’s computational graph, posing a significant threat to AI supply chains. For example, exploiting this vulnerability in a Generative AI model could lead to any fact being altered, driving the exponential spread of disinformation.

ShadowLogic poses a significant threat due to its ability to create backdoors that persist through fine-tuning. This allows compromised foundation models to trigger attacker-defined behaviors in downstream applications upon receiving specific inputs. Such capabilities elevate the risks associated with AI systems; for instance, a model responsible for quality assurance in manufacturing could allow defective products to pass inspections, potentially endangering consumers. The urgent need for enhanced security measures is paramount.

“Computational graph-based backdoors are a critical concern in the modern AI threat landscape,” said Tom Bonner, VP of Research at HiddenLayer. “With ShadowLogic, we are unveiling a method that not only bypasses traditional security controls but also enhances the sophistication of potential attacks on machine learning models.”

While existing techniques for implanting malicious code often require extensive access to training data or may be fragile to changes, ShadowLogic simplifies the process. This technique allows for the creation of no-code logic backdoors that are easily implanted in pre-trained models, facilitating highly targeted attacks with unprecedented ease.

The HiddenLayer team emphasizes that as AI technology continues to advance, so too do the tactics of adversaries. This discovery underlines the importance of proactive security measures to safeguard AI systems against evolving threats.

About HiddenLayer
HiddenLayer is the leading provider of Security for AI. Its security platform helps enterprises safeguard the machine learning models behind their most important products. HiddenLayer is the only company to offer turnkey security for AI that does not add unnecessary complexity to models and does not require access to raw data and algorithms. Founded by a team with deep roots in security and ML, HiddenLayer aims to protect enterprise AI from inference, bypass, extraction attacks, and model theft. The company is backed by a group of strategic investors, including M12, Microsoft’s Venture Fund, Moore Strategic Ventures, Booz Allen Ventures, IBM Ventures, and Capital One Ventures.

Contact
Maia Gryskiewicz
SutherlandGold for HiddenLayer
[email protected]

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SOURCE HiddenLayer