Ibrar Ali Shah
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126
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2026
A Multi-Layer Cloud-IDS Pipeline with LLM and Adaptive Q-Learning Calibration
The paper proposes a confidence-aware, multi-layered Cloud-IDS pipeline that integrates adaptive Q-Learning, Chroma memory, and LLM semantic analysis to enhance detection accuracy and reduce reliance on costly LLM escalations.
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cs.CRcs.LGRecentMay 15, 2026
A Multi-Layer Cloud-IDS Pipeline with LLM and Adaptive Q-Learning Calibration
Syed Waqas Ali, Ibrar Ali Shah, Farzana Zahid, Daniyal Munir +1 more
The paper proposes a confidence-aware, multi-layered Cloud-IDS pipeline that integrates adaptive Q-Learning, Chroma memory, and LLM semantic analysis to enhance detection accuracy and reduce reliance…
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