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2025

Conference Publication

Robustness evaluation under RGB-camera attacks in CARLA: a systematic evaluation of color modes and attack types

Lin, Yufeng, Park, Sangmin, Kang, Hyunjae, Kim, Huy Kang and Kim, Dan Dongseong (2025). Robustness evaluation under RGB-camera attacks in CARLA: a systematic evaluation of color modes and attack types. 2025 IEEE 30th Pacific Rim International Symposium on Dependable Computing (PRDC), Seoul, South Korea, 3-5 November 2025. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/prdc67299.2025.00025

Robustness evaluation under RGB-camera attacks in CARLA: a systematic evaluation of color modes and attack types

2025

Conference Publication

XAMT: cross-framework API matching for testing deep learning libraries

Duan, Bin, Dong, Ruican, Dong, Naipeng, Kim, Dan Dongseong and Yang, Guowei (2025). XAMT: cross-framework API matching for testing deep learning libraries. 2025 IEEE 36th International Symposium on Software Reliability Engineering (ISSRE), São Paulo, Brazil, 21-24 October 2025. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/issre66568.2025.00030

XAMT: cross-framework API matching for testing deep learning libraries

2025

Conference Publication

Threat hunting and security analysis for maritime vessels

Enoch, Simon Yusuf, Kang, Hyunjae, Kim, Huy Kang and Dongseong Kim, Dan (2025). Threat hunting and security analysis for maritime vessels. 2025 IEEE 50th Conference on Local Computer Networks (LCN), Sydney, NSW, Australia, 13-16 October 2025. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/lcn65610.2025.11146326

Threat hunting and security analysis for maritime vessels

2025

Journal Article

Model-based structural and behavioural cybersecurity risk assessment in system designs

Jungebloud, Tino, Nguyen, Nhung H., Kim, Dan Dongseong and Zimmermann, Armin (2025). Model-based structural and behavioural cybersecurity risk assessment in system designs. Computers and Security, 157 104543, 104543. doi: 10.1016/j.cose.2025.104543

Model-based structural and behavioural cybersecurity risk assessment in system designs

2025

Journal Article

Unveiling the evolution of IoT threats: trends, tactics, and simulation analysis

Chee, Kok Onn, Ge, Mengmeng, Bai, Guangdong and Kim, Dan Dongseong (2025). Unveiling the evolution of IoT threats: trends, tactics, and simulation analysis. Computers & Security, 157 104537, 1-23. doi: 10.1016/j.cose.2025.104537

Unveiling the evolution of IoT threats: trends, tactics, and simulation analysis

2025

Conference Publication

Harnessing LLMs for document-guided fuzzing of OpenCV library

Duan, Bin, Mahmud, Tarek, Che, Meiru, Yan, Yan, Dong, Naipeng, Kim, Dan Dongseong and Yang, Guowei (2025). Harnessing LLMs for document-guided fuzzing of OpenCV library. 2025 IEEE International Conference on Software Maintenance and Evolution (ICSME), Auckland, New Zealand, 7-12 September 2025. Piscataway, NJ, United States: IEEE. doi: 10.1109/icsme64153.2025.00017

Harnessing LLMs for document-guided fuzzing of OpenCV library

2025

Conference Publication

Intrusion detection system with domain-incremental continual learning

Kim, Hyejin, Yoon, Seunghyun, Kim, Dan Dongseong, Cho, Jin-Hee, Moore, Terrence J., Nelson, Frederica F. and Lim, Hyuk (2025). Intrusion detection system with domain-incremental continual learning. 55th International Conference on Dependable Systems and Networks Supplemental Volume-DSN-S-Annual, Naples, Italy, 23-26 June 2025. Piscataway, NJ, United States: IEEE. doi: 10.1109/dsn-s65789.2025.00072

Intrusion detection system with domain-incremental continual learning

2025

Conference Publication

LAGER: Layer-wise graph feature extractor for network intrusion detection

He, Ke, Kim, Dan Dongseong and Asghar, Muhammad Rizwan (2025). LAGER: Layer-wise graph feature extractor for network intrusion detection. 55th International Conference on Dependable Systems and Networks-DSN, Naples, Italy, 23-26 June 2025. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/dsn64029.2025.00021

LAGER: Layer-wise graph feature extractor for network intrusion detection

2024

Conference Publication

Model-based attack planning strategies for automated penetration testing exercises

Enoch, Simon Yusuf and Kim, Dan Dongseong (2024). Model-based attack planning strategies for automated penetration testing exercises. 2024 International Conference on Ubiquitous Computing and Communications (IUCC), Chengdu, China, 20-22 December 2024. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/iucc65928.2024.00033

Model-based attack planning strategies for automated penetration testing exercises

2024

Journal Article

Graphical security modelling for Autonomous Vehicles: A novel approach to threat analysis and defense evaluation

Nguyen, Nhung H., Ge, Mengmeng, Cho, Jin-Hee, Moore, Terrence J., Yoon, Seunghyun, Lim, Hyuk, Nelson, Frederica, Bai, Guangdong and Kim, Dan Dongseong (2024). Graphical security modelling for Autonomous Vehicles: A novel approach to threat analysis and defense evaluation. Computers & Security, 150 104229, 1-19. doi: 10.1016/j.cose.2024.104229

Graphical security modelling for Autonomous Vehicles: A novel approach to threat analysis and defense evaluation

2024

Conference Publication

Intrusion response system for in-vehicle networks: uncertainty-aware deep reinforcement learning-based approach

Yoon, Han Jun, Soon, David, Moore, Terrence J., Yoon, Seunghyun, Lim, Hyuk, Kim, Dongseong, Nelson, Frederica F. and Cho, Jin-Hee (2024). Intrusion response system for in-vehicle networks: uncertainty-aware deep reinforcement learning-based approach. MILCOM 2024 - 2024 IEEE Military Communications Conference (MILCOM), Washington, DC, United States, 28 October-1 November 2024. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/milcom61039.2024.10773966

Intrusion response system for in-vehicle networks: uncertainty-aware deep reinforcement learning-based approach

2024

Journal Article

Cyber security and privacy issues in extended reality healthcare applications: scoping review

Lake, Kaitlyn, Mc Kittrick, Andrea, Desselle, Mathilde, Padilha Lanari Bo, Antonio, Abayasiri, Rammuni Achintha Mihiran, Fleming, Jennifer Michelle, Baghaei, Nilufar and Kim, Dan Dongseong (2024). Cyber security and privacy issues in extended reality healthcare applications: scoping review. JMIR XR and Spatial Computing, 1 e59409, e59409-e59409. doi: 10.2196/59409

Cyber security and privacy issues in extended reality healthcare applications: scoping review

2024

Journal Article

NIDS-Vis: Improving the generalized adversarial robustness of network intrusion detection system

He, Ke, Kim, Dan Dongseong and Asghar, Muhammad Rizwan (2024). NIDS-Vis: Improving the generalized adversarial robustness of network intrusion detection system. Computers and Security, 145 104028. doi: 10.1016/j.cose.2024.104028

NIDS-Vis: Improving the generalized adversarial robustness of network intrusion detection system

2024

Conference Publication

Towards generalized detection of face-swap deepfake images

Ghasemzadeh, Faraz, Moghaddam, Tina, Dai, Jingming, Yun, Joobeom and Kim, Dan Dongseong (2024). Towards generalized detection of face-swap deepfake images. WDC '24: 3rd ACM Workshop on the Security Implications of Deepfakes and Cheapfakes, Singapore, Singapore, 1-5 July 2024. New York, NY, United States: ACM. doi: 10.1145/3660354.3660359

Towards generalized detection of face-swap deepfake images

2024

Conference Publication

PANDA: Practical Adversarial Attack Against Network Intrusion Detection

Swain, Subrat Kumar, Kumar, Vireshwar, Bai, Guangdong and Kim, Dan Dongseong (2024). PANDA: Practical Adversarial Attack Against Network Intrusion Detection. 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), Brisbane, QLD, Australia, 24-27 June 2024. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/dsn-s60304.2024.00017

PANDA: Practical Adversarial Attack Against Network Intrusion Detection

2024

Conference Publication

AuSSE: a novel framework for security and safety evaluation for autonomous vehicles

Nguyen, Nhung H., Cho, Jin-Hee, Moore, Terrence J., Yoon, Seunghyun, Lim, Hyuk, Nelson, Frederica, Bai, Guangdong and Kim, Dan Dongseong (2024). AuSSE: a novel framework for security and safety evaluation for autonomous vehicles. 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, Brisbane, QLD Australia, 24-27 June 2024. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/dsn-s60304.2024.00012

AuSSE: a novel framework for security and safety evaluation for autonomous vehicles

2024

Conference Publication

MTD in plain sight: hiding network behavior in moving target defenses

Moghaddam, Tina, Yang, Guowei, Thapa, Chandra, Camtepe, Seyit and Kim, Dan Dongseong (2024). MTD in plain sight: hiding network behavior in moving target defenses. 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, Brisbane, QLD, Australia, 24-27 June 2024. Piscataway, NJ, United States: IEEE. doi: 10.1109/dsn-s60304.2024.00022

MTD in plain sight: hiding network behavior in moving target defenses

2024

Journal Article

HD-FUZZ: Hardware dependency-aware firmware fuzzing via hybrid MMIO modeling

Kim, Juhwan, Yu, Jihyeon, Lee, Youngwoo, Kim, Dan Dongseong and Yun, Joobeom (2024). HD-FUZZ: Hardware dependency-aware firmware fuzzing via hybrid MMIO modeling. Journal of Network and Computer Applications, 224 103835, 103835. doi: 10.1016/j.jnca.2024.103835

HD-FUZZ: Hardware dependency-aware firmware fuzzing via hybrid MMIO modeling

2024

Book

Machine Learning for Cyber Security: 5th International Conference, ML4CS 2023, Yanuca Island, Fiji, December 4–6, 2023, Proceedings

Dan Dongseong Kim and Chao Chen eds. (2024). Machine Learning for Cyber Security: 5th International Conference, ML4CS 2023, Yanuca Island, Fiji, December 4–6, 2023, Proceedings. Lecture Notes in Computer Science, Heidelberg, Germany: Springer. doi: 10.1007/978-981-97-2458-1

Machine Learning for Cyber Security: 5th International Conference, ML4CS 2023, Yanuca Island, Fiji, December 4–6, 2023, Proceedings

2024

Journal Article

IoTSecSim: a framework for modelling and simulation of security in Internet of Things

Chee, Kok Onn, Ge, Mengmeng, Bai, Guangdong and Kim, Dan Dongseong (2024). IoTSecSim: a framework for modelling and simulation of security in Internet of Things. Computers and Security, 136 103534, 103534. doi: 10.1016/j.cose.2023.103534

IoTSecSim: a framework for modelling and simulation of security in Internet of Things