1. 257,319
   cybersecurity articles were released between 2019 and 2024 (estd.)

   Count includes English-language articles classified under cybersecurity in ETO's Merged Academic Corpus. Read more >>
2. 42%
   growth in research between 2019 and 2024

   The number of English-language cybersecurity articles grew 42% between 2019 and 2024.
3. 1%
   of articles in general focused on cybersecurity

Yearly global cybersecurity research

1. 14
   citations for the average cybersecurity article
2. 12
   citations for average article across all fields

• Federated Machine Learning: Concept and Applications
  2019: arXiv. 6,103 citations
• Deep Leakage from Gradients
  2019: arXiv. 3,077 citations
• Performance Analysis on Federated Learning with Differential Privacy
  2019: arXiv. 2,573 citations
• Certified Adversarial Robustness via Randomized Smoothing
  2019: arXiv. 2,504 citations
• Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks
  2020: arXiv. 2,381 citations
• Survey of intrusion detection systems: techniques, datasets and challenges
  2019: Cybersecurity. 2,014 citations
• Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks
  2019: IEEE Symposium on Security and Privacy. 2,005 citations
• Deep Learning Approach for Intelligent Intrusion Detection System
  2019: Social Science Research Network. 1,925 citations
• Jailbroken: How Does LLM Safety Training Fail?
  2023: arXiv. 1,856 citations
• A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection
  2019: arXiv. 1,601 citations