Shypd.aiThe largest open index of AI toolsPhishGuard Scaffold is an open-source AI tool that provides joint semantic detection and dissemination control of phishing attacks on social media. It uses LLaMA-based modeling and graph-based intervention strategies for comprehensive phishing mitigation.
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PhishGuard Scaffold offers a unified framework for detecting and controlling phishing attacks on social media platforms. Leveraging LLaMA-based modeling, it provides deep semantic understanding and adversarial robustness to identify phishing attempts. The tool also incorporates advanced graph-based intervention strategies to control the propagation of detected phishing content. Key features include LLaMA-2-7B integration, multi-layer semantic projection, LoRA/PEFT support for efficient fine-tuning, and robust preprocessing. It also focuses on adversarial robustness through semantic perturbations and KL divergence training. For propagation control, it builds automated social networks, simulates diffusion with an Independent Cascade Model, and offers targeted intervention using greedy optimization and influence-aware selection. The framework is designed for production readiness with mixed precision training, gradient checkpointing, and comprehensive MLOps integration via MLflow and Ray Tune.
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