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2024 Annual Computer Security Applications Conference Workshops (ACSAC Workshops)

Dec. 9 2024 to Dec. 10 2024

Honolulu, HI, USA

ISBN: 979-8-3315-3281-9

Table of Contents

Title Page IFreely available from IEEE.pp. 1-1
Title Page IIIFreely available from IEEE.pp. 3-3
CopyrightFreely available from IEEE.pp. 4-4
Table of ContentsFreely available from IEEE.pp. 5-9
Message from the Conference ChairsFreely available from IEEE.pp. 10-11
Message from the Workshop ChairsFreely available from IEEE.pp. 12-12
Message from the Sponsor: Applied Computer Security Associates (ACSA)Freely available from IEEE.pp. 13-14
ACSA MembersFreely available from IEEE.pp. 15-15
Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security ProblemsFull-text access may be available. Sign in or learn about subscription options.pp. 1-10
by Benjamin Kolicic, Alberto Caron, Vasilios Mavroudis, Chris Hicks
Dark Watchdog: A Novel RAG-Driven System for Real-Time Detection and Analysis of Data Leaks on Dark Web ForumsFull-text access may be available. Sign in or learn about subscription options.pp. 11-19
by Shing-Li Hung, Chung-Kuan Chen, Keisuke Furumoto, Takeshi Takahashi, Hung-Min Sun
Intrusion Detection Simplified: A Feature-free Approach to Traffic Classification Using TransformersFull-text access may be available. Sign in or learn about subscription options.pp. 20-29
by Kohei Miyamoto, Chansu Han, Tao Ban, Takeshi Takahashi, Jun’Ichi Takeuchi
Balancing Safety and Security in Autonomous Driving Systems: A Machine Learning Approach with Safety-First PrioritizationFull-text access may be available. Sign in or learn about subscription options.pp. 30-41
by Afshin Hasani, Mehran Alidoost Nia, Reza Ebrahimi Atani
Restoring Unintended Model Learning by Error Correcting CodeFull-text access may be available. Sign in or learn about subscription options.pp. 42-50
by Nami Ashizawa, Toshiki Shibahara, Naoto Kiribuchi, Osamu Saisho, Naoto Yanai
Learning to Unfix: Towards ML Robustness in Vulnerability Detection via Structure-Aware Code GenerationFull-text access may be available. Sign in or learn about subscription options.pp. 51-58
by Muhammad Fakhrur Rozi, Takeshi Takahashi
Does Prompt-tuning Enhance Privacy in Large Language Models?Full-text access may be available. Sign in or learn about subscription options.pp. 59-72
by Tsunato Nakai, Kento Oonishi, Takuya Higashi
The Impact of Active Learning on Availability Data Poisoning for Android Malware ClassifiersFull-text access may be available. Sign in or learn about subscription options.pp. 73-84
by Shae McFadden, Zeliang Kan, Lorenzo Cavallaro, Fabio Pierazzi
When AI Meets Code Analysis: A Study of Adversarial Attacks on Deep Learning-based Code Models via Program TransformationFull-text access may be available. Sign in or learn about subscription options.pp. 85-96
by Avilash Rath, Youpeng Li, Troy Davis, Braden Bronaugh, Darsh Poddar, Sophia Li, Xinda Wang
AdVul: Adversarial Attack against ML-based Vulnerability DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 97-107
by Marina Katoh, Weiping Pei, Youye Xie
Assurance of Application Security on IIoT Platforms with Knowledge AugmentationFull-text access may be available. Sign in or learn about subscription options.pp. 108-119
by Yannick Landeck, Dian Balta, Martin Wimmer, Christian Knierim
Towards Provable Security in Industrial Control Systems Via Dynamic Protocol AttestationFull-text access may be available. Sign in or learn about subscription options.pp. 120-132
by Arthur Amorim, Trevor Kann, Max Taylor, Lance Joneckis
MFAA: Historical Hash Based Multi-Factor Authentication and Authorization in IIoTFull-text access may be available. Sign in or learn about subscription options.pp. 133-144
by Eyasu Getahun Chekole, Jianying Zhou
Attacks on EtherNet/IP and Migrations through CIP SecurityFull-text access may be available. Sign in or learn about subscription options.pp. 145-154
by Alexander Gebhard, Debbie Perouli
Conducting Attack Scenarios and Forensic Techniques in a Virtual ICS Test BedFull-text access may be available. Sign in or learn about subscription options.pp. 155-162
by Chris Churilla
MIND-IoT: Machine Intelligence and Data-Mining for IoT ThreatsFull-text access may be available. Sign in or learn about subscription options.pp. 163-170
by Kwabena Aboagye-Otchere, Jorge Castillo
A Privacy-Preserving Byzantine-Aware Swarm Learning Framework for CTIFull-text access may be available. Sign in or learn about subscription options.pp. 171-177
by Marco Arazzi, Dincy R. Arikkat, Mert Cihangiroglu, Sameera K. M.
The Rings of Tracking: Evaluating Security and Privacy in the Smart Ring EcosystemFull-text access may be available. Sign in or learn about subscription options.pp. 186-193
by Johannes Ludwig, Veelasha Moonsamy, Matteo Große-Kampmann
Cyber Attack Detection for Internet of Health Things through Federated Deep Learning TechniqueFull-text access may be available. Sign in or learn about subscription options.pp. 194-200
by Liyakathunisa, Zoya Riyaz Syeda, Riyaz Sohale Syed
MAD: A Meta-Learning Approach to Detect Advanced Persistent Threats using Provenance Data in Industrial IoTFull-text access may be available. Sign in or learn about subscription options.pp. 201-207
by Bikash Saha, Nanda Rani, Sandeep Kumar Shukla
Generating Abuse Stories and Misuse Cases using Large Language ModelsFull-text access may be available. Sign in or learn about subscription options.pp. 208-215
by Carmen Cheh, Nan Shing Kham Shing, Reuben Lim, Binbin Chen
Software Vulnerability Detection Using LLM: Does Additional Information Help?Full-text access may be available. Sign in or learn about subscription options.pp. 216-223
by Samiha Shimmi, Yash Saini, Mark Schaefer, Hamed Okhravi, Mona Rahimi
Retrieval of Network Packets Information Using a Generated Latent Space Representation for Network Analysis in Cyber SecurityFull-text access may be available. Sign in or learn about subscription options.pp. 224-231
by Ofir Manor, Ortal Lavi, Tomer Schwartz, Motoyoshi Sekiya, Junichi Suga, Kenji Hikichi, Yuki Unno, Andrés F. Murillo
Formal Trust and Threat Modeling Using Large Language ModelsFull-text access may be available. Sign in or learn about subscription options.pp. 232-239
by Zhihao Yao
Fine-tuning Large Language Models for DGA and DNS Exfiltration DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 240-247
by Md Abu Sayed, Asif Rahman, Christopher Kiekintveld, Sebastian García
Exploring Large Language Models for Semantic Analysis and Categorization of Android MalwareFull-text access may be available. Sign in or learn about subscription options.pp. 248-254
by Brandon J Walton, Mst Eshita Khatun, James M Ghawaly, Aisha Ali-Gombe
Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented GenerationFull-text access may be available. Sign in or learn about subscription options.pp. 255-261
by Reza Fayyazi, Rozhina Taghdimi, Shanchieh Jay Yang
Automated Vulnerability Detection in Smart Contracts using Control Flow Graphs and Machine LearningFull-text access may be available. Sign in or learn about subscription options.pp. 262-269
by Charles Lohest, Samy Bettaieb, Axel Legay
Privacy-Preserving Financial Anomaly Detection via Federated Learning & Multi-Party ComputationFull-text access may be available. Sign in or learn about subscription options.pp. 270-279
by Sunpreet Arora, Andrew Beams, Panagiotis Chatzigiannis, Sebastian Meiser, Karan Patel, Srinivasan Raghuraman, Peter Rindal, Harshal Shah, Yizhen Wang, Yuhang Wu, Hao Yang, Mahdi Zamani
Fast and Secure Consensus Protocol for Ethereum 2.0Full-text access may be available. Sign in or learn about subscription options.pp. 280-287
by Shinsaku Naito, Kanta Matsuura
Blockchain-based Sustainability, Traceability, and Certification of Hydrogen ProductionFull-text access may be available. Sign in or learn about subscription options.pp. 288-298
by Sultan Alshehhi, Ahmad Musamih, Khaled Salah, Ahmad Mayyas, Raja Jayaraman
Author IndexFreely available from IEEE.pp. 299-300
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