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01 Quantum's collaboration with Carleton University and NC CIPSeR addresses a critical vulnerability in AI systems known as membership inference, where sensitive data can be statistically extracted from model outputs. By stress-testing these risks within simulated financial environments using Fully Homomorphic Encryption (FHE) and Post-Quantum Cryptography, the project aims to validate encrypted architectures that prevent such leaks without sacrificing utility. This initiative highlights a necessary shift toward privacy-preserving AI infrastructure essential for high-security sectors like finance and defense.
01 Quantum Inc . and Carleton University to Collaborate with NC CIPSeR to Study Privacy and Data Risks in AI Systems – IT Business Net
Toronto, Ontario–(Newsfile Corp. – July 28, 2026) – 01 Quantum Inc. (TSXV: ONE) (OTCQB: OONEF) (“01 Quantum” or the “Company”) one of the first-to-market, enterprise level cybersecurity providers for the quantum computing era, Carleton University (“Carleton”) and the National Centre for Critical Infrastructure Protection, Security and Resilience (“NC CIPSeR”) today announced a strategic research collaboration to study, stress test, and evaluate defensive technologies against modern artificial intelligence (“AI”) systems that can unintentionally reveal sensitive information and how advanced Post-Quantum Cryptography (“PQC”) can prevent it. This partnership marks an important step in accelerating the deployment of 01 Quantum’s PQC and Fully…
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