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Edward Raff

4 papers indexed

arxivcs.CRcs.LG2026-06-27

Cybersecurity is the True Frontier for Generative AI Success or Failure

Edward Raff, Maor Ashkenazi, Sagar Samtani, David J. Elkind, Sven Krasser

Cybersecurity is a real-life test-bed for many machine learning problems at once, especially when considering modern strides in using Large Language Models (LLMs) to automate processes as ``agents.'' Cybersecurity workflows require orchestrating hundreds of standard and bespoke t…

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arxivcs.LG2026-06-27

Towards Improved Anomaly Detection for Cloud Cybersecurity via Graph Neural Networks

Manu Nandan, TJ Jaymes, Michael Brautbar, Edward Raff

Detecting security threats in an organization's cloud computing environment has become necessary due to the increased reliance on cloud infrastructure. Logging of all cloud computing events enables investigation into any incidents after they are detected. Automated detection of t…

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arxivcs.LG2026-06-27

ML-Powered LDAP Reconnaissance Detection using Weak Supervision

Shaefer Drew, Edward Raff, Michael Brautbar, Yaron Zinar, Benjamin Malmberg, Dor Agron, et al.

Lightweight Directory Access Protocol (LDAP) is a protocol that allows users to query and modify Active Directory (AD) data. By default, all users have read access to all AD data through LDAP, making it a common initial tool for reconnaissance when a threat actor first compromise…

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