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Melike Erol-Kantarci

4 papers indexed

arxivcs.NI2026-07-23

Out-of-Distribution Detection in Wireless Multimodal Foundation Models for 6G ISAC

Mohammad Farzanullah, Akram Bin Sediq, Ali Afana, Melike Erol-Kantarci

The integration of Foundation Models (FMs), such as the Wireless Multimodal Foundation Model (WMFM), into 6G networks provides a unified framework for Integrated Sensing and Communication (ISAC), leveraging generalized representations to simultaneously optimize data transmission…

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arxivcs.NI2026-07-18

PERA: A Perceive-Reason-Act Interface Bridging Sensing, Cognitive Reasoning, and Trustworthy Agentic Response for 6G

Mohammad Farzanullah, Melike Erol-Kantarci, Lajos Hanzo

The realization of next-generation (NG) networks hinges on a fundamental departure from preprogrammed protocol engineering towards a paradigm of self-consciously evolving, autonomous and trusted intelligence. While conventional machine learning (ML) has introduced localized autom…

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