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Future research will focus on enhancing the adaptability and scalability of the proposed framework through adaptive incremental learning mechanisms, enabling continuous model updates in response to emerging threats. In addition, federated learning will be explored to support collaborative training across multiple devices while preserving data privacy. Beyond Android environments, the framework will be extended to IoT and 5G ecosystems to address broader cybersecurity challenges. Finally, efforts will be directed toward achieving judicial-level certification to ensure the reliability and admissibility of the proposed system in legal and forensic contexts. |
IEEE/ICACT20260079 Slide.19
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