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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. IEEE. 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. IEEE. 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

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. IEEE. doi: 10.1109/icsme64153.2025.00017

Harnessing LLMs for Document-Guided Fuzzing of OpenCV Library

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, Jun 23-26, 2025. LOS ALAMITOS: IEEE. doi: 10.1109/dsn64029.2025.00021

LAGER: Layer-wise Graph Feature Extractor for Network Intrusion Detection

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, Jun 23-26, 2025. LOS ALAMITOS: IEEE. doi: 10.1109/dsn-s65789.2025.00072

Intrusion Detection System with Domain-incremental Continual Learning

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

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

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

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: IEEE. 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

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

Preface

Kim, Dan Dongseong and Chen, Chao (2024). Preface. 5th International Conference, ML4CS 2023, Yanuca Island, Fiji, 4-6 December 2023. Springer Science and Business Media Deutschland GmbH.

Preface

2023

Conference Publication

SPAT: Semantic-Preserving Adversarial Transformation for Perceptually Similar Adversarial Examples

Swain, Subrat Kumar, Kumar, Vireshwar, Kim, Dan Dongseong and Bai, Guangdong (2023). SPAT: Semantic-Preserving Adversarial Transformation for Perceptually Similar Adversarial Examples. 26th European Conference on Artificial Intelligence ECAI 2023, Kraków, Poland, 30 September – 4 October 2023. Amsterdam, Netherlands: IOS Press. doi: 10.3233/FAIA230525

SPAT: Semantic-Preserving Adversarial Transformation for Perceptually Similar Adversarial Examples

2023

Conference Publication

POSTER: Toward Intelligent Cyber Attacks for Moving Target Defense Techniques in Software-Defined Networking

Moghaddam, Tina, Yang, Guowei, Thapa, Chandra, Camtepe, Seyit and Kim, Dan Dongseong (2023). POSTER: Toward Intelligent Cyber Attacks for Moving Target Defense Techniques in Software-Defined Networking. 18th ACM ASIA Conference on Computer and Communications Security (ASIA CCS), Melbourne, VIC, Australia, 10-14 July 2023. New York, NY, United States: ACM. doi: 10.1145/3579856.3592825

POSTER: Toward Intelligent Cyber Attacks for Moving Target Defense Techniques in Software-Defined Networking

2023

Conference Publication

EVADE: Efficient moVing tArget DEfense for autonomous network topology shuffling using deep reinforcement learning

Zhang, Qisheng, Cho, Jin-Hee, Moore, Terrence J., Kim, Dan Dongseong, Lim, Hyuk and Nelson, Frederica (2023). EVADE: Efficient moVing tArget DEfense for autonomous network topology shuffling using deep reinforcement learning. 21st International Conference, ACNS 2023, Kyoto, Japan, 19-22 June 2023. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-031-33488-7_21

EVADE: Efficient moVing tArget DEfense for autonomous network topology shuffling using deep reinforcement learning

2023

Conference Publication

Continual Learning with Network Intrusion Dataset

Kim, Hyejin, Kim, Dan Dongseong, Cho, Jin-Hee, Moore, Terrence J., Nelson, Frederica F. and Lim, Hyuk (2023). Continual Learning with Network Intrusion Dataset. 2022 IEEE International Conference on Big Data (Big Data), Osaka, Japan, 17-20 December 2022. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/BigData55660.2022.10020865

Continual Learning with Network Intrusion Dataset

2023

Conference Publication

Markov decision process for automatic cyber defense

Zhou, Xiaofan, Enoch, Simon Yusuf and Kim, Dong Seong (2023). Markov decision process for automatic cyber defense. 23rd International Conference, WISA 2022, Jeju Island, South Korea, 24–26 August 2022. Cham, Switzerland: Springer Nature Switzerland. doi: 10.1007/978-3-031-25659-2_23

Markov decision process for automatic cyber defense

2023

Conference Publication

Message from the Workshop Chairs of DSN 2023

Duarte, Elias P. and Kim, Dan Dongseong (2023). Message from the Workshop Chairs of DSN 2023. 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), Porto, Portugal, 27-30 June 2023. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/DSN-W58399.2023.00006

Message from the Workshop Chairs of DSN 2023

2022

Conference Publication

Semantic preserving adversarial attack generation with autoencoder and genetic algorithm

Wang, Xinyi, Enoch, Simon Yusuf and Kim, Dan Dongseong (2022). Semantic preserving adversarial attack generation with autoencoder and genetic algorithm. IEEE Global Communications Conference (GLOBECOM), Rio de Janeiro, Brazil, 4-8 December 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/globecom48099.2022.10000826

Semantic preserving adversarial attack generation with autoencoder and genetic algorithm