Adrian Taylor

According to our database, Adrian Taylor authored at least 24 papers between 2009 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Learning Communication Between Heterogeneous Agents in Multi-Agent Reinforcement Learning for Autonomous Cyber Defence.

Alex Popa, Adrian Taylor, Ranwa Al Mallah

CoRR, March, 2026

Before You Hand Over the Wheel: Evaluating LLMs for Security Incident Analysis.

Sourov Jajodia, Madeena Sultana, Suryadipta Majumdar, Adrian Taylor, Grant Vandenberghe

CoRR, March, 2026

FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast.

Igor Bogdanov, Chung-Horng Lung, Thomas Kunz, Jie Gao, Adrian Taylor, Marzia Zaman

Proceedings of the ACM Conference on AI and Agentic Systems, 2026

Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP.

Igor Bogdanov, Chung-Horng Lung, Thomas Kunz, Jie Gao, Adrian Taylor, Marzia Zaman

Proceedings of the ACM Conference on AI and Agentic Systems, 2026

2025

Deep learning for intrusion detection in emerging technologies: a comprehensive survey and new perspectives.

Euclides Carlos Pinto Neto, Shahrear Iqbal, Scott Buffett, Madeena Sultana, Adrian Taylor

Artif. Intell. Rev., October, 2025

CAGE challenge 4: A scalable multi-agent reinforcement learning gym for autonomous cyber defence.

Mitchell Kiely, Metin Ahiskali, Etienne Borde, Benjamin Bowman, David Bowman, Dirk Van Bruggen, KC Cowan, Prithviraj Dasgupta, Erich Devendorf, Ben Edwards, Alex Fitts, Sunny Fugate, Ryan Gabrys, Wayne Gould, H. Howie Huang, Jules Jacobs, Ryan Kerr, Isaiah J. King, Li Li, Luis Martinez, Christopher Moir, Craig Murphy, Olivia Naish, Claire Owens, Miranda Purchase, Ahmad Ridley, Adrian Taylor, Sara Farmer, William John Valentine, Yiyi Zhang

AI Mag., 2025

Cyber Threat Mitigation with Knowledge-Infused Reinforcement Learning and LLM-Guided Policies.

Md. Shamim Towhid, Shahrear Iqbal, Euclides Carlos Pinto Neto, Nashid Shahriar, Scott Buffett, Madeena Sultana, Adrian Taylor

Proceedings of the 22nd Annual International Conference on Privacy, Security, and Trust, 2025

Integrating Auxiliary Knowledge into Machine Learning to Improve the Detection of Cyberattacks.

Shahrear Iqbal, Sourena Khanzadeh, Euclides Carlos Pinto Neto, Scott Buffett, Madeena Sultana, Adrian Taylor

Proceedings of the International Symposium on Networks, Computers and Communications, 2025

ICARuS: Intercode-CTF Auto-Randomization System.

Ryan Kerr, Adrian Taylor, Madeena Sultana, Jean-Pierre S. El Rami

Proceedings of the IEEE Conference on Artificial Intelligence, 2025

Exploring the Efficacy of Multi-Agent Reinforcement Learning for Autonomous Cyber Defence: A CAGE Challenge 4 Perspective.

Mitchell Kiely, Metin Ahiskali, Etienne Borde, Benjamin Bowman, David Bowman, Dirk Van Bruggen, KC Cowan, Prithviraj Dasgupta, Erich Devendorf, Ben Edwards, Alex Fitts, Sunny Fugate, Ryan Gabrys, Wayne Gould, H. Howie Huang, Jules Jacobs, Ryan Kerr, Isaiah J. King, Li Li, Luis Martinez, Christopher Moir, Craig Murphy, Olivia Naish, Claire Owens, Miranda Purchase, Ahmad Ridley, Adrian Taylor, Sara Farmer, William John Valentine, Yiyi Zhang

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Accelerating Autonomous Cyber Operations: A Symbolic Logic Planner Guided Reinforcement Learning Approach.

Ryan Kerr, Steven H. H. Ding, Li Li, Adrian Taylor

Proceedings of the International Conference on Computing, Networking and Communications, 2024

Towards Autonomous Network Defense: Reinforcement Learning Environment for a Defense Agent.

Ayesha Babar, Li Li, Adrian Taylor, Mohammad Zulkernine

Proceedings of the IEEE Canadian Conference on Electrical and Computer Engineering, 2024

2023

Towards Autonomous Cyber Operation Agents: Exploring the Red Case.

Li Li, Jean-Pierre S. El Rami, Ryan Kerr, Adrian Taylor, Grant Vandenberghe

CoRR, 2023

Unified Emulation-Simulation Training Environment for Autonomous Cyber Agents.

Li Li, Jean-Pierre S. El Rami, Adrian Taylor, James Hailing Rao, Thomas Kunz

CoRR, 2023

Towards Evaluation and Understanding of Large Language Models for Cyber Operation Automation.

Madeena Sultana, Adrian Taylor, Li Li, Suryadipta Majumdar

Proceedings of the IEEE Conference on Communications and Network Security, 2023

2022

Enabling A Network AI Gym for Autonomous Cyber Agents.

Li Li, Jean-Pierre S. El Rami, Adrian Taylor, James Hailing Rao, Thomas Kunz

Proceedings of the International Conference on Computational Science and Computational Intelligence, 2022

2021

CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems.

Li Li, Raed Fayad, Adrian Taylor

CoRR, 2021

2019

Decrypting SSL traffic: best practices for security, compliance and productivity.

Adrian Taylor

Netw. Secur., 2019

2018

Probing the Limits of Anomaly Detectors for Automobiles with a Cyberattack Framework.

Adrian Taylor, Sylvain P. Leblanc, Nathalie Japkowicz

IEEE Intell. Syst., 2018

2016

Anomaly Detection in Automobile Control Network Data with Long Short-Term Memory Networks.

Adrian Taylor, Sylvain P. Leblanc, Nathalie Japkowicz

Proceedings of the 2016 IEEE International Conference on Data Science and Advanced Analytics, 2016

2015

Frequency-based anomaly detection for the automotive CAN bus.

Adrian Taylor, Nathalie Japkowicz, Sylvain P. Leblanc

Proceedings of the 2015 World Congress on Industrial Control Systems Security, 2015

The Lifetime of Android API Vulnerabilities: Case Study on the JavaScript-to-Java Interface.

Daniel R. Thomas, Alastair R. Beresford, Thomas Coudray, Tom Sutcliffe, Adrian Taylor

Proceedings of the Security Protocols XXIII - 23rd International Workshop, Cambridge, UK, March 31, 2015

2013

Robust vehicle routing policies using local communications & sensing.

David Pike, Sidney Nascimento Givigi, Joshua A. Marshall, Adrian Taylor, Alain Beaulieu

Proceedings of the American Control Conference, 2013

2009

Artificial Intelligence in Computer Generated Forces: Comparative Analysis.

Adrian Taylor, Nacer Abdellaoui, Glen Parkinson

Proceedings of the Huntsville Simulation Conference, 2009