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VINCENT: Validated Interaction Network for Cross-drug Explanation of Therapeutics

Drug synergy prediction estimates whether two drugs produce a stronger joint effect than expected from their individual activities. For drug combination discovery, a single synergy score is often not enough: researchers also need to know which molecular regions jointly drive the prediction. We study motif-pair synergy explanation, which identifies pairs of chemically coherent regions, one from…

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Unit 42: Real-World Prevalence of 405 AI-Related Malware Samples and Evaluation of Existing Defenses

1. Basic Information Article Title : The State of AI-Enabled Malware August 2026: From Brand Abuse to Agentic Execution Publisher : Unit 42 Publication Date : 2026-08-25 Original Source : Unit 42…

  • Only 12 (3.0%) of 405 AI-related malware samples detected on non-test endpoints
  • 97% of samples not found in real-world customer telemetry
  • 12 samples detected by Unit 42's multi-layer defenses in December 2024-June 2025

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