CAMLIS 2023
Conference on Applied Machine Learning in Information Security

Table of Contents

• Web Content Filtering Through Knowledge Distillation of Large Language Models 1-21
  Tamás Vörös , Sean Bergeron , Konstantin Berlin
• Defending the unknown: Exploring reinforcement learning agents’ deployment in realistic, unseen networks 22-35
  Alberto Acuto , Simon Maskell , Jack D.
• Multi-Agent Reinforcement Learning for Maritime Operational Technology Cyber Security 36-48
  Alec Wilson , Ryan Menzies , Neela Morarji , David Foster , Marco Casassa Mont , Esin Turkbeyler , Lisa Gralewski
• Detecting SQL Injection Attacks using Machine Learning 49-59
  Béatrice Moissinac , Elie Saad , Miranda Clay , Maialen Berrondo
• Anomaly Detection of Command Shell Sessions based on DistilBERT: Unsupervised and Supervised Approaches 60-76
  Zefang Liu , John F. Buford
• Enhancing Exfiltration Path Analysis Using Reinforcement Learning 77-90
  Riddam Rishu , Akshay Kakka , Cheng Wang , Abdul Rahman , Christopher Redino , Dhruv Nandakumar , Tyler Cody , Ryan Clark , Daniel Radke , Edward Bowen
• Model Leeching: An Extraction Attack Targeting LLMs 91-104
  Lewis Birch , William Hackett , Stefan Trawicki , Neeraj Suri , Peter Garraghan
• MalDICT: Benchmark Datasets on Malware Behaviors, Platforms, Exploitation, and Packers 105-121
  Robert J. Joyce , Edward Raff , Charles Nicholas , James Holt
• Proxy in a Haystack: Uncovering and Classifying MFA Bypass Phishing Attacks in Large-Scale Authentication Data 122-133
  Rebecca Lynch , Lauren Saue-Fletcher
• Adaptive Experimental Design for Intrusion Data Collection 134-151
  Kate Highnam , Zach Hanif , Ellie Van Vogt , Sonali Parbhoo , Sergio Maffeis , Nicholas R. Jennings
• Half-Day Vulnerabilities: A study of the First Days of CVE Entries 152-180
  Kobra Khanmohammadi , Raphaël Khoury
• Small Effect Sizes in Malware Detection? Make Harder Train/Test Splits! 181-192
  Tirth Patel , Fred Lu , Edward Raff , Charles Nicholas , Cynthia Matuszek , James Holt
• FASER: Binary Code Similarity Search through the use of Intermediate Representations 193-202
  Josh Collyer , Tim Watson , Iain Phillips