aiqbench analysis

This peer-reviewed research demonstrates a novel hybrid side-channel attack on ML-KEM key generation, validating the necessity for hardware-level countermeasures in post-quantum cryptography implementations. The findings underscore that even mathematically robust schemes require dedicated physical security features, such as power analysis protection and active shielding, to prevent information leakage during encoding steps. This work directly informs the design of secure elements like SEALSQ's QS7001, which embeds these defenses to ensure resilience against advanced profiling attacks in resource-constrained environments.