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cs.LG2026
Certified AI Triage of ICU Alarms
Mohammed Sameer Syed, Rozhin Yasaei
In the VTaC benchmark 71% of ventricular-tachycardia alarms are false, but silencing a real one can delay recognition of a dangerous arrhythmia. We reframe alarm reduction as three…
cs.LG2026
Same Payload, Different Channel: Measuring Trust Asymmetry in Tool-Using Language Models
Mohammed Sameer Syed, Rozhin Yasaei
As language models take on agentic roles that call APIs, read tool outputs, and act on third-party content, their attack surface expands beyond what users type. Whether they treat…