New Framework Improves Ransomware Detection Accuracy
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🧩 New Framework Enhances Ransomware Detection Through Multimodal Analysis. A novel intelligent code embedding framework has been developed to improve ransomware detection by utilizing multimodal execution path analysis. This innovative approach integrates high-dimensional embeddings and dynamic heuristics to effectively identify behavioral patterns across various ransomware variants, even those employing obfuscation and polymorphic tactics. Experimental results indicate significant improvements in precision, recall, and accuracy compared to traditional methods, with reduced false positive rates and enhanced detection latency. The framework is designed for scalability and energy efficiency, making it suitable for diverse system configurations, from low-resource environments to high-performance infrastructures, and allows for future integration of additional modalities to combat emerging threats.
