Proceedings of the 2nd International Workshop on Adaptive Cyber Defense

08/18/2023
by   Marco Carvalho, et al.
0

The 2nd International Workshop on Adaptive Cyber Defense was held at the Florida Institute of Technology, Florida. This workshop was organized to share research that explores unique applications of Artificial Intelligence (AI) and Machine Learning (ML) as foundational capabilities for the pursuit of adaptive cyber defense. The cyber domain cannot currently be reliably and effectively defended without extensive reliance on human experts. Skilled cyber defenders are in short supply and often cannot respond fast enough to cyber threats. Building on recent advances in AI and ML the Cyber defense research community has been motivated to develop new dynamic and sustainable defenses through the adoption of AI and ML techniques to cyber settings. Bridging critical gaps between AI and Cyber researchers and practitioners can accelerate efforts to create semi-autonomous cyber defenses that can learn to recognize and respond to cyber attacks or discover and mitigate weaknesses in cooperation with other cyber operation systems and human experts. Furthermore, these defenses are expected to be adaptive and able to evolve over time to thwart changes in attacker behavior, changes in the system health and readiness, and natural shifts in user behavior over time. The workshop was comprised of invited keynote talks, technical presentations and a panel discussion about how AI/ML can enable autonomous mitigation of current and future cyber attacks. Workshop submissions were peer reviewed by a panel of domain experts with a proceedings consisting of six technical articles exploring challenging problems of critical importance to national and global security. Participation in this workshop offered new opportunities to stimulate research and innovation in the emerging domain of adaptive and autonomous cyber defense.

READ FULL TEXT
research
08/19/2021

Proceedings of the 1st International Workshop on Adaptive Cyber Defense

The 1st International Workshop on Adaptive Cyber Defense was held as par...
research
01/26/2022

Autonomous Cyber Defense Introduces Risk: Can We Manage the Risk?

From denial-of-service attacks to spreading of ransomware or other malwa...
research
02/28/2022

Proceedings of the Artificial Intelligence for Cyber Security (AICS) Workshop at AAAI 2022

The workshop will focus on the application of AI to problems in cyber se...
research
02/18/2022

Attacks, Defenses, And Tools: A Framework To Facilitate Robust AI/ML Systems

Software systems are increasingly relying on Artificial Intelligence (AI...
research
01/05/2022

AI for Beyond 5G Networks: A Cyber-Security Defense or Offense Enabler?

Artificial Intelligence (AI) is envisioned to play a pivotal role in emp...
research
03/15/2022

SmartValidator: A Framework for Automatic Identification and Classification of Cyber Threat Data

A wide variety of Cyber Threat Information (CTI) is used by Security Ope...
research
02/20/2020

A Model-Based, Decision-Theoretic Perspective on Automated Cyber Response

Cyber-attacks can occur at machine speeds that are far too fast for huma...

Please sign up or login with your details

Forgot password? Click here to reset