Hardening Neural Networks for Computer Security Against Adversarial Attack

The text outlines various advancements and recognitions achieved by CrowdStrike, a prominent cybersecurity company, in 2025. Notably, CrowdStrike has been named a leader in several IDC MarketScape evaluations for incident response and exposure management, reflecting its strong market position. The company is also expanding its capabilities by acquiring Onum, aiming to enhance data-driven operations in its Security Operations Center. Furthermore, CrowdStrike has been actively involved in cybersecurity research and development, focusing on improving machine learning models to withstand adversarial attacks, as demonstrated by their innovative regularization method to safeguard against simple evasion tactics. Their ongoing efforts include launching new AI security services, addressing vulnerabilities, and securing partnerships to bolster cybersecurity resilience across various sectors.