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cs.CR2026
Sensitivity Uncertainty Alignment in Large Language Models
Prakul Sunil Hiremath, Harshit R. Hiremath
We propose Sensitivity-Uncertainty Alignment (SUA), a framework for analyzing failures of large language models under adversarial and ambiguous inputs. We argue that adversarial se…
cs.CR2026
PARD-SSM: Probabilistic Cyber-Attack Regime Detection via Variational Switching State-Space Models
Prakul Sunil Hiremath, PeerAhammad M Bagawan, Sahil Bhekane
Modern adversarial campaigns unfold as sequences of behavioural phases - Reconnaissance, Lateral Movement, Intrusion, and Exfiltration - each often indistinguishable from legitimat…