International Joint Conference on Artificial Intelligence (IJCAI 2021)

First International Workshop on

Adaptive Cyber Defense

Workshop Proceedings

Workshop proceedings will be published on arXiv at https://arxiv.org/html/2108.08476.

Please find direct links to PDF versions conference publications below. Links to arXiv conference index page and official citations are pending submission of individual manuscripts to arXiv.org (instructions for authors).

Leveraging Uncertainty for Improved Static Malware Detection Under Extreme False Positive Constraints (PDF)

Andre T. Nguyen, Edward Raff, Charles Nicholas, James Holt

arXiv: IJCAI-ACD/2021/102

Presentation: Video Presentation - Slides

Predicting Process Name from Network Data (PDF)

Justin Allen, David Knapp, Kristine Monteith

arXiv: IJCAI-ACD/2021/104

Presentation: Video Presentation - Slides

Informing Autonomous Deception Systems with Cyber Expert Performance Data (PDF)

Maxine M. Major, Brian J. Souza, Joseph DiVita, Kimberly J. Ferguson-Walter

arXiv: IJCAI-ACD/2021/106

Presentation: Video Presentation - Slides

Incorporating Deception into CyberBattleSim for Autonomous Defense (PDF)

Erich C. Walter, Kimberly J. Ferguson-Walter, Ahmad D. Ridley

arXiv: IJCAI-ACD/2021/108

Presentation: Video Presentation - Slides

Decoys in Cybersecurity: An Exploratory Study to Test the Effectiveness of 2-sided Deception (PDF)

Palvi Aggarwal, Yinuo Du, Kuldeep Singh, Cleotilde Gonzalez

arXiv: IJCAI-ACD/2021/110

Presentation: Video Presentation - Slides

CybORG: A Gym for the Development of Autonomous Cyber Agents (PDF)

Maxwell Standen, Martin Lucas, David Bowman, Toby J. Richer, Junae Kim, Damian Marriott

arXiv: IJCAI-ACD/2021/112

Presentation: Video Presentation - Slides

Deep hierarchical reinforcement agents for automated penetration testing (PDF)

Khuong Tran, Ashlesha Akella, Maxwell Standen, Junae Kim, David Bowman, Toby Richer, Chin-Teng Lin

arXiv: IJCAI-ACD/2021/114

Presentation: Video Presentation - Slides

CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems (PDF)

Li Li, Raed Fayad, Adrian Taylor

arXiv: IJCAI-ACD/2021/116

Presentation: Video Presentation - Slides

Cyber Autonomy Gym for Experimentation Challenge 1 (PDF)

CAGE Working Group

arXiv: IJCAI-ACD/2021/118

Codebase: https://github.com/cage-challenge/cage-challenge-1

End-To-End Anomaly Detection for Identifying Malicious Cyber Behavior through NLP-Based Log Embeddings (PDF)

Andrew Golczynski, John A. Emanuello

arXiv: IJCAI-ACD/2021/120

Presentation: Video Presentation - Slides

A Smart and Defensive Human-Machine Approach to Code Analysis (PDF)

Fitzroy D. Nembhard, Marco M. Carvalho

arXiv: IJCAI-ACD/2021/122

Presentation: Video Presentation - Slides