2 papers
cs.CR2026
ChannelGuard: From Borrowed Safety to Application-Controlled Defenses in Multi-Agent LLMs
Elias Hossain, Md Mehedi Hasan Nipu, Fatema Tuj Johora Faria +4
AI assistants increasingly work as teams, where one model makes a plan, others search the web, use tools, or read stored information, and another writes the final answer. This crea…
cs.AI2025
MedBayes-Lite: A Clinical Uncertainty Governance Layer for Risk-Aware Medical Decision Support
Elias Hossain, Md Mehedi Hasan Nipu, Maleeha Sheikh +5
Clinical language models often assign high confidence to incorrect predictions, particularly in high-severity and out-of-distribution cases. We present MedBayes-Lite, a retraining-…