alert triage 1chain-of-thought reasoning 1confidence calibration 1large language models 1self-training 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Cybersecurity Detection Classification with Reasoning-enabled Language Models
Amol Khanna, Manu Nandan, Cristian Viorel Popa +10
The paper introduces a chain-of-thought reasoning classifier built on large language models to triage Windows endpoint security alerts, using a calibrated confidence estimator to i…
cs.CR2026
Cybersecurity is the True Frontier for Generative AI Success or Failure
Edward Raff, Maor Ashkenazi, Sagar Samtani +2
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 proce…
cs.CR2025
CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning
Lauren Deason, Adam Bali, Ciprian Bejean +20
Today's cyber defenders are overwhelmed by a deluge of security alerts, threat intelligence signals, and shifting business context, creating an urgent need for AI systems to enhanc…