陳勝舢

陳勝舢 Sheng-Shan Chen

Sean 取自 Sheng-Shan 的英文首尾字母，由博士班指導教授賜名。

陳勝舢為國立臺北科技大學資訊工程系博士，現任奧義智慧科技（CyCraft）資安研究員。博士期間曾獲國科會千里馬計畫補助，赴澳洲蒙納許大學軟體系統與網路安全系訪問研究。勝舢的研究專長涵蓋深度學習應用、網路安全與威脅情資分析。曾參與多項產學合作研究計畫，合作對象包括奧義智慧科技股份有限公司（CyCraft）、國家資通安全研究院（NICS）、日本情報通信研究機構（NICT）、國家衛生研究院（NHRI）、長庚醫院及萬芳醫院等。

學經歷

2022/09 – 2026/03 | 國立臺北科技大學資訊工程系生醫資訊實驗室 / 資訊安全實驗室博士
2024/08 – 2025/02 | 澳洲蒙納許大學軟體系統與網路安全系訪問研究員

2023/07 – 2026/03 | 財團法人國家衛生研究院生醫工程與奈米醫學研究所博士班研究生
2022/08 – 2026/03 | 國家資通安全研究院 (含 CCoE 資安卓越中心) 網路威脅情資組博士班研究生

2026/07 – Present | 奧義智慧科技股份有限公司資安研究員
2023/03 – 2026/06 | 奧義智慧科技股份有限公司實習資安研究員

研究領域

深度學習應用、網路威脅情資分析、網路安全、醫療資訊、空間資料庫

教學經歷

2026 | 教育部資安人才培育計畫 AIS3 AI 資安應用實作與模型安全課程講師 (計畫網站)
2026 | 國立臺北科技大學資訊工程系資料科學導論課程助教
2026 | 新北市教育局 115年新北市技藝競賽選手培訓計畫 – 金手培訓「程式設計職種」講師 (計畫說明)
2026 | 東吳大學通識教育中心 114 學年度第二學期「新型態資安概論」通識講座課程授課教師
2025 | 教育部資安人才培育計畫 AIS3 典範轉移:AI時代的情資運用及防禦課程講師 (計畫網站)
2024 | 國立台灣師範大學資訊工程系碩士班 高等資安攻防課程講師 (課堂說明)
2024 | 教育部資安人才培育計畫 AIS3 情資運用及防禦課程講師 (計畫網站)
2022 – 2024 | 教育部資安人才培育計畫 AIS3 課程助教 (計畫網站)
2023 – Present | 國立臺北科技大學資訊工程系碩士班 安全程式設計課程助教 (課堂說明)
2019 – Present | 市立三重商工資料處理科 資訊與網路技術及網路安全選手培訓講師 (科系網站)

競賽經歷

2020 | 勞動部第五十屆全國技能競賽暨國手選拔賽網路安全技術職類銀牌 (第二名)

獲獎經歷

學術服務

2025 | Journal of Information Security and Applications (Elsevier) – Peer Reviewer
2025 | Taiwan Academic Network Conference, TANET 2025 – Peer Reviewer

著作

Journal papers (8)

Sheng-Shan Chen, Ren-Hung Hwang*, Ying-Dar Lin, Tun-Wen Pai, and Chin-Yu Sun*, “Extracting Attack Pattern from WAF Logs and CTIs Using Contrastive Semantic Learning,” IEEE Transactions on Network and Service Management, vol. 23, pp. 8157–8182, 2026. doi: 10.1109/TNSM.2026.3738730. [2025 JCR IF: 5.7, COMPUTER SCIENCE, INFORMATION SYSTEMS, Q1] [2025 SJR: 1.389, Computer Networks and Communications, Q1] [SCI]
Sheng-Shan Chen, Yi-Sheng Hsu, Tien-Chih Lin, Chung-Kuan Chen, and Chin-Yu Sun*, “Enhancing Static Vulnerability Alert Validation using Large Language Models,” Journal of Systems and Software, vol. 243, Art. no. 113040, Jan. 2027. doi: 10.1016/j.jss.2026.113040. [2025 JCR IF: 3.8, COMPUTER SCIENCE, SOFTWARE ENGINEERING, Q2] [2025 SJR: 0.950, Software, Q1] [SCI]
Sheng-Shan Chen, Kai-Siang Cao, Chung-Kuan Chen, Chin-Yu Sun, “Retrieval-Augmented Generation for Identifying ATT&CK Technique,” Communications of the CCISA, vol. 31, no. 3, pp. 20–39, Aug. 2025. https://cccisa.ccisa.org.tw/article/view/3210
Chin-Yu Sun*, Sheng-Shan Chen, and Ya-Han Ho, “De-Identification of Open-Source Intelligence Using Finetuned LLaMA-3,” High-Confidence Computing, vol. 6, no. 2, Art. no. 100357, Jun. 2026. doi: 10.1016/j.hcc.2025.100357. [2024 JCR IF: 3.0, COMPUTER SCIENCE, INFORMATION SYSTEMS, 118/258, Q2] [SCI]
Sheng-Shan Chen, Tun-Wen Pai, and Chin-Yu Sun*, “EnhanceCTI: An Enhanced Semantic Filtering and Feature Extraction Framework for Industry-Specific Cyber Threat Intelligence,” Computers & Security, vol. 158, Art. no. 104649, Nov. 2025. doi: 10.1016/j.cose.2025.104649. [2024 JCR IF: 5.4, COMPUTER SCIENCE, INFORMATION SYSTEMS, 42/258, Q1] [SCI]
Nai-Hsuan Hwang, Sheng-Shan Chen, Tun-Wen Pai*, Mary Hsin-Ju Ko, Yan-Lan Yu, and Hui-Ju Chen, “Automatic Assessment of Fine Motor Development in Children through Hand-Drawn Shape Images,” Pediatrics & Neonatology, vol. 66, no. 6, pp. 606–612, Nov. 2025. doi: 10.1016/j.pedneo.2025.04.001. [2024 JCR IF: 2.1, PEDIATRICS, 61/191, Q1] [SCI]
Sheng-Shan Chen, Ren-Hung Hwang*, Asad Ali, Ying-Dar Lin, Yu-Chih Wei, and Tun-Wen Pai*, “Improving Quality of Indicators of Compromise Using STIX Graphs,” Computers & Security, vol. 144, Art. no. 103972, Sep. 2024. doi: 10.1016/j.cose.2024.103972. [2023 JCR IF: 4.8, COMPUTER SCIENCE, INFORMATION SYSTEMS, 46/250, Q1] [SCI]
Kun-Ji Li, Sheng-Shan Chen, and Chin-Yu Sun*, “Analysis and Mitigation Strategies for Prompt Injection Attacks,” Communications of the CCISA, vol. 30, no. 3, pp. 1–19, 2024. https://cccisa.ccisa.org.tw/article/view/3084

Conference papers (10)

Ching-Ting Chiu, Kuan-Ting Chen, Ying-Yen Shih, Fu-Hao Yeh, I-Min Lin, and Sheng-Shan Chen*, “LiteAdGraph: Static Proxy Promotion Graphs for Android Malware Forensic Screening,” accepted by the 2026 IEEE International Workshop on Information Forensics and Security (WIFS 2026), Sendai, Japan, Dec. 2026.
Wei-Jyun Chen, Sheng-Shan Chen, Tun-Wen Pai*, and Chien-Hung Lee, “The Signal of DNA Methylation Biomarker for Early Diagnosis and Prognosis of Diabetic Kidney Disease,” in Imaging, Signal Processing and Communications: Proceedings of the 10th International Conference (ICISPC 2026), Kobe, Japan, Jul. 11–13, 2026, Advances in Transdisciplinary Engineering, vol. 99, IOS Press, 2026, pp. 40–48. doi: 10.3233/ATDE260990.
Sheng-Shan Chen, Chia-Hsien Liao, and Chin-Yu Sun, “A Secure Post-Quantum Authentication Protocol Integrating with ML-KEM for LEO Satellite Communication,” accepted by the 2026 10th International Conference on Cryptography, Security and Privacy (CSP), Sapporo, Japan, Apr. 25–27, 2026.
Sheng-Shan Chen, Yi-Xuan Wu, Ying-Xuan Ho, Pang-Po Cheng, and Chin-Yu Sun*, “RANsomCheck: A CNN-Transformer Model for Malware Detection Based on API Call Sequences,” in Advances and Trends in Artificial Intelligence. Theory and Applications (IEA/AIE 2025), Lecture Notes in Computer Science, Springer, Singapore, 2025, pp. 116–127. doi: 10.1007/978-981-96-8892-0_10.
Sheng-Shan Chen, Ren-Hung Hwang, Chin-Yu Sun, Ying-Dar Lin, and Tun-Wen Pai*, “Enhancing Cyber Threat Intelligence with Named Entity Recognition Using BERT-CRF,” in GLOBECOM 2023 – 2023 IEEE Global Communications Conference, Kuala Lumpur, Malaysia, Dec. 2023, pp. 7532–7537. doi: 10.1109/GLOBECOM54140.2023.10436853.
Sheng-Shan Chen, Chin-Yu Sun, and Tun-Wen Pai*, “Using Machine Learning for Efficient Smishing Detection,” in 2023 International Conference on Consumer Electronics – Taiwan (ICCE-Taiwan), Jul. 2023, pp. 207–208. doi: 10.1109/ICCE-Taiwan58799.2023.10226901.
Sheng-Shan Chen, Tun-Wen Pai, and Chin-Yu Sun*, “Applying the Diamond Model of Intrusion Analysis with Generative Pre-trained Transformer 3,” in 2023 International Conference on Consumer Electronics – Taiwan (ICCE-Taiwan), Jul. 2023, pp. 289–290. doi: 10.1109/ICCE-Taiwan58799.2023.10226923.
Sheng-Shan Chen, Hou-Tsan Lee, Tun-Wen Pai*, and Chao-Hung Wang, “Intelligent Medical Interactive Educational System for Cardiovascular Disease,” in Advances and Trends in Artificial Intelligence. Theory and Practices in Artificial Intelligence (IEA/AIE 2022), Lecture Notes in Computer Science, Springer, Cham, 2022, pp. 101–111. doi: 10.1007/978-3-031-08530-7_9.
李宗儒, 張光文, 陳勝舢, 林偉川*, “應用多功能感測器於車內安全系統”, 2020 Taiwan Academic Network Conference (TANET 2020), Taipei, Taiwan, Oct. 28–30, 2020.
陳勝舢, 李後燦, 王兆弘, 白敦文*, “心血管疾病之智慧醫療教育互動系統”, 2020 Taiwan Academic Network Conference (TANET 2020), Taipei, Taiwan, Oct. 28–30, 2020.

Technical presentations (7)

Sheng-Shan Chen, “Constructing Cyber Kill Chains from Threat Intelligence Using Large Language Models”, CraftCon 2026, Taipei, Taiwan, July 3, 2026.
Yi-Hsien Chen*, Sheng-Shan Chen, “Ex-Malchina：從惡意程式蛻變為自適應滲透與攻擊模擬”, CraftCon 2025, Taipei, Taiwan, July 4, 2025.
Sheng-Shan Chen*, Shing-Li Hung. “Using Language Models and Knowledge Graph Techniques to Construct High-Credibility Intelligence Chains: A Case Study on Analyzing Data Leakage Incidents”, Hack In Taiwan Conference (HITCON 2024), Taipei, Taiwan, Aug 23-24, 2024.
Sheng-Shan Chen*, Shing-Li Hung. “Applying Retrieval-Augmented Generation Techniques in Cybersecurity Incident Investigation: A Case Study on Data Leak Incidents. “ PyCon 2024, Kaohsiung, Taiwan. September 21-22, 2024.
Sheng-Shan Chen*, Shing-Li Hung. “Elk on Sesame Street – Cybersecurity Analysis in Action with ELK and BERT” Hack In Taiwan Conference (HITCON 2023), Taipei, Taiwan, Aug 18, 2023.
Sheng-Shan Chen, Chin-Yu Sun, Hou-Tsan Lee, Yu-Chih Wei, Tun-Wen Pai*. “Using Cyber Threat Intelligence to Defend Healthcare Security Threats.” 2023 7th International Conference on Medical and Health Informatics (ICMHI 2023), Kyoto, Japan. May 12-14, 2023.
Sheng-Shan Chen, Yu-Chih Wei, Hou-Tsan Lee, Tun-Wen Pai.* “Attack Pattern Classification Of Medical Institution Based On Open Source Intelligence”. In: 2022 5th International Conference on Healthcare Service Management (ICHSM 2022). Taipei, Taiwan, May 2022.

Pending Publications / Manuscripts Under Review

Sheng-Shan Chen, Kiki Adhinugraha, Tun-Wen Pai, and David Taniar*, “Retrieving Urban Road Data from Georeferenced Historical Map Images,” submitted to Transactions in GIS, June 2026. Under review.

其他資訊

個人網站：https://stwater20.github.io/
工作經歷：https://www.linkedin.com/in/shansc
論文著作：https://scholar.google.com/citations?user=lgOY-SoAAAAJ
ORCID：https://orcid.org/0000-0002-5444-2029
專案分享： https://github.com/stwater20
部落格： https://medium.com/@54sakuramiku

陳勝舢