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AI and the Next Generation of Side-Channel Attacks
The Hidden Signals: AI and the Future of Side-Channel Threats (04.02.2026)
Förderjahr 2024 / Stipendium Call #19 / ProjektID: 7276 / Projekt: Attack Detection using Micro-architectural Traces and Machine Learning

Side-channel attacks have always been tricky. They don’t break encryption directly but instead exploit tiny clues that devices leak like power fluctuations, heat, or timing differences

Side-channel attacks have always been tricky. They don’t break encryption directly but instead exploit tiny clues that devices leak like power fluctuations, heat, or timing differences. Traditionally, carrying out these attacks required deep expertise, careful observation, and lots of time. Analysts had to painstakingly study traces, extract features, and look for patterns, sometimes spending weeks on just a single device.

The landscape is changing. Artificial intelligence (AI) is emerging as a powerful assistant for side-channel research. Machine learning algorithms can analyze large amounts of data and detect subtle patterns that might escape human attention. Tasks that once took weeks, like interpreting power or timing traces could be significantly sped up. AI won’t replace human judgment, but it can act like a high-speed, highly attentive research partner, helping experts explore more possibilities and uncover hidden vulnerabilities faster.

Interestingly, AI isn’t the only technology shaping the future. Quantum computing is on the horizon and has the potential to accelerate certain types of cryptographic attacks. While quantum systems don’t exploit side channels directly, they could be combined with side-channel information to pose even greater risks, potentially reducing the time needed to uncover secrets.

The big takeaway? Security is never static. Systems that feel safe today might be vulnerable tomorrow as new tools like AI and quantum computing make attacks faster and smarter. Organizations and individuals alike need to consider not just today’s threats but how emerging technologies could change the game. In a world where machines can both leak information and help analyze it, the future of security will depend on staying ahead of these accelerating capabilities.

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