Noor Islam S. Mohammad
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EdgeDetect is a communication-efficient and privacy-preserving federated intrusion detection system that uses gradient binarization and homomorphic encryption to significantly reduce bandwidth usage while maintaining high detection accuracy.
SafeLM is a comprehensive framework that jointly addresses privacy, security, misinformation, and adversarial robustness in federated LLMs, achieving high safety performance while significantly reducing communication and enhancing privacy.
Papers
SafeLM: Unified Privacy-Aware Optimization for Trustworthy Federated Large Language Models
SafeLM is a comprehensive framework that jointly addresses privacy, security, misinformation, and adversarial robustness in federated LLMs, achieving high safety performance while significantly reduci…