Workshop on
Adaptive Cyber Defense
Workshop Details
Schedule: 16-18 August 2023
Location: Florida Institute of Technology, Melbourne, Florida, USA
Registration: ACD 2023 Workshop Registration
Submissions: adaptive.cyber.defense@gmail.com
Submission deadline: 2 June 2023
Paper acceptance notification: 23 June 2023
Camera-ready deadline: 21 July 2023
Formatting guidelines, LaTeX styles, and Word template: https://www.ijcai.org/authors_kit
Submissions are recommended to be 6-10 pages but are not to exceed 10 pages (total length, including references and appendices). Submissions should be in the IJCAI-23 format and will be judged according to the chosen category, significance to the workshop, proposal quality, and clarity. Accepted submissions will be published on arXiv.
About the ACD Workshop
The International Workshop on Adaptive Cyber Defense 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 Artificial Intelligence (AI) and Machine Learning (ML) the Cyber defense research community has been motivated to develop new dynamic and sustainable defenses through 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. With the growing adoption of AI and ML techniques to both cyber and non-cyber settings, there is an increasing need to bridge the critical gap between AI and Cyber research and practitioners. We must accelerate our 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 must be adaptive, and able to evolve over time to take into account changes in attacker behavior, benign changes in the systems, and expected drift in user behavior over time. The ACD Workshop will focus on sharing research that explores unique applications of AI and ML as an emerging technology underpinning foundational capabilities of adaptive cyber defense. The Workshop will be comprised of technical presentations, a panel discussion focused on open problems and potential research solutions, and lightning talks. This domain consists of challenging problems of critical importance to national and global security. Participation in this workshop will offer potentially unprecedented opportunities to stimulate research and innovation in this area.
Topics of interest include (but are not limited to):
Autonomous and semi-autonomous reasoning and response for cyber domains
Human-machine teaming for adaptive defense systems
Artificial intelligence (AI) and machine learning (ML) for adaptive cyber defense environments
Reasoning and course of action (COA) decision making in cyber operations
Predictive analytics for proactive stance to cyber threats and opportunities
Cognitive modeling of cyber defenders and attackers
Multi-agent and distributed AI solutions for semi-autonomous collaboration for cyber operations
Automated intrusion detection and response, including AI additions to Security Orchestration, Automation and Incident Response (SOAR)
Moving target defenses with adaptive (rather than random) strategies
Command and control for automated cyber response
Cyber simulation environments developed for testing and validation of AI techniques
Realistic models of human behavior in cyber domains
Explorations of problem similarities between cyber and non-cyber domains
Adaptive cyber defense use cases and issues with adoption
Customized defenses based on observed attacker behavior
Generative AI cyber security use cases
Workshop Structure
This main objective of this workshop is to bring together both the research community and the government and industry communities to exchange experiences, discuss challenges and propose research directions. We can summarize the workshop activities as follows:
Technical presentations: invited and accepted paper speakers will share their thoughts and experience on adaptive cyber defense
Academic-Industry-Government research direction discussion: top researchers in the area from academic, industry and government will discuss the current and future challenges in this area
Challenge problems: Academic challenge event results and announcement of new challenge
Lightning talks: an opportunity for each ACD-2021 presenter to give a quick summary of their paper and provide any updates in person to the workshop
Workshop Structure
Wednesday, 16th August 2023
19:00 – 21:00 No-host Dinner (optional – location TBD)
Thursday, 17th August 2023
08:30 – 09:30 Breakfast (included) and Registration
09:30 – 09:45 Welcome / Introductions / Agenda Overview
09:45 – 10:55 Invited Keynote Talk
10:55 – 11:10 Break
11:10 – 12:00 Paper Session
12:00 – 13:30 Lunch (included)
13:30 – 14:45 Paper Session
14:45 – 15:15 TTCP CAGE Challenge 3 Results and Challenge 4
15:15 – 15:45 Break with Refreshments
15:45 – 17:00 Paper Session
17:00 – 18:00 Tour – Center for Advanced Manufacturing and Innovative Design
18:00 – 19:00 Transportation to Reception
19:00 – 21:00 Reception at the Kennedy Space Center, Invited Lecture
21:00 – 22:00 Return to Hotel
Friday, 18th August 2023
08:30 – 09:30 Breakfast (included) and Registration
09:30 – 10:30 Invited Keynote Talk
10:30 – 10:45 Break
10:45 – 12:00 Panel Discussion
12:00 – 12:30 Summary and Wrap Up Session
Lunch (optional)
Co-Chairs/Organizing Committee
Prof. Marco Carvalho, Florida Institute of Technology, USA
Dr. Damian Marriott, Defence Science and Technology Group (Alumnus), Australia
Dr. Mark Bilinski, Naval Information Warfare Center Pacific, USA
Dr. Ahmad Ridley, Laboratory for Advanced Cybersecurity Research, USA
Contact
All questions about the workshop and submissions should be directed to: adaptive.cyber.defense@gmail.com