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cs.AI2026
Jailbreaks for Black-Box Uncertainty Quantification in Large Reasoning Models
Lucas Biechy, Cédric Eichler, Adrien Boiret +1
While Large Reasoning Models (LRMs) excel at complex reasoning, alignment through reinforcement learning often induces systemic overconfidence. In production environments, where lo…
cs.CR2026
Onto-DP: Constructing Neighborhoods for Differential Privacy on Ontological Databases
Yasmine Hayder, Adrien Boiret, Cédric Eichler +1
In this paper, we investigate how attackers can discover sensitive information embedded within databases by exploiting inference rules. We demonstrate the inadequacy of naively app…