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🔗 Source: aclanthology.org
📊 Size: 1.02 MB
📄 Pages: 9 pages
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Summary

Indicators of Compromise (IOCs) are artifacts observed on a network or in an operating system that indicate a computer intrusion and detect cyber-attacks in an early stage. This paper proposes using a neural-based sequence labeling model to identify IOCs automatically from reports on cybersecurity without expert knowledge of cybersecurity. The model uses an attention mechanism and several token spelling features to identify low-frequency IOCs from long sentences contained in cybersecurity reports. Experiments show that the proposed model outperforms other sequence labeling models, achieving over 88% average F1-score. The approach is based on an artificial neural network (ANN) with bidirectional LSTMs and Conditional Random Fields (CRF), and introduces an attention mechanism to extract crucial tokens and aggregate their representation. The model achieved an average precision of 90.4% and recall of 87.2% on English cybersecurity reports.

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Description

Indicators of Compromise (IOCs) are artifacts observed on a network or in an operating system that indicate a computer intrusion and detect cyber-attacks in an...

Technical Information

  • File Format: PDF
  • File Size: 1.02 MB
  • Pages: 9
  • Language: EN
  • Total Downloads: 106
  • Last Updated: 1 month ago

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