From the 1 of 6 linked papers with an AI index.
6 papers
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…
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…
Towards Improved Anomaly Detection for Cloud Cybersecurity via Graph Neural Networks
Manu Nandan, TJ Jaymes, Michael Brautbar +1
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 computi…
SubstratumGraphEnv: Reinforcement Learning Environment (RLE) for Modeling System Attack Paths
Bahirah Adewunmi, Edward Raff, Sanjay Purushotham
Automating network security analysis, particularly the identification of potential attack paths, presents significant challenges. Due in part to the sequential, interconnected, and…
Adversarial Machine Learning Attacks on Financial Reporting via Maximum Violated Multi-Objective Attack
Edward Raff, Karen Kukla, Michel Benaroch +1
Bad actors, primarily distressed firms, have the incentive and desire to manipulate their financial reports to hide their distress and derive personal gains. As attackers, these fi…
What Do Machine Learning Researchers Mean by "Reproducible"?
Edward Raff, Michel Benaroch, Sagar Samtani +1
The concern that Artificial Intelligence (AI) and Machine Learning (ML) are entering a "reproducibility crisis" has spurred significant research in the past few years. Yet with eac…