Publications

The asterisk ¹ next to the author’s name indicates co-first authorship.
The asterisk ^* next to the author’s name indicates corresponding authorship.
The professor’s name is italicized and hyperlinked, e.g., Farn Wang.

Accepted

• Multi-Objective Evolution for Python Code Obfuscation with Class Confusion Strategies
  Tsung-Han Liu^*, Guan-Yan Yang^* , Farn Wang
  Accepted to TCSE on 2025.06.

• FRLFuzz: Federated Reinforcement Learning-based Fuzzing
  Guan-Yan Yang^*, Chun-Yi Lin, Ping-Hsieh Ho, Farn Wang, Kuo-Hui Yeh
  Accepted to TCSE on 2025.06.

• TPSQLi: Test Prioritization for SQL Injection Vulnerability Detection in Web Applications
  Guan-Yan Yang, Farn Wang*, You-Zong Gu, Ya-Wen Teng, Kuo-Hui Yeh*, Ping-Hsueh Ho, Wei-Ling Wen
  Published in Applied Sciences, 2024 (SCI; Q1 76%; Impact Factor = 2.5).

• FuBuKi: Fuzzing Testing on Bluetooth with Profile Emulation Kit
  Zhao Min Chen*, Yu-Sheng Lin, Tien-Chih Lin, Guan-Yan Yang^*, Farn Wang
  Published in 33rd USENIX Security Symposium (USENIX Security 24), 2024.
  • Top-tier international conference in information security.
  • According to the statement by the cybersecurity committee member of the National Science and Technology Council: Over the past 20 years, on average, fewer than one Taiwanese research team has been accepted each year.
  • Research conducted in collaboration with CyCraft.
  • Key contribution: Systematic discovery of potentially system crashes in Tesla vehicles.

• Application of Simplified Swarm Optimization on Graph Convolutional Networks
  Ho-Yin Wong¹, Guan-Yan Yang^1,*, Kuo-Hui Yeh, Farn Wang
  Published in The 30th ICCES (ICCES2024), Singapore.

• Automated Vulnerability Detection Using Deep Learning Technique
  Guan-Yan Yang^*, Yi-Heng Ko, Farn Wang, Kuo-Hui Yeh, Haw-Shiang Chang, Hsueh Yi Chen
  Published in The 30th ICCES (ICCES2024), Singapore (Best Paper).

• A Secure Interoperability Management Scheme for Cross-Blockchain Transactions
  Kuo-Hui Yeh, Guan-Yan Yang, Chanapha Butpheng, Lin-Fa Lee, Yin-Ho Liu^*
  Published in Symmetry, 2022 (SCI; Q1 75.75%; Impact Factor = 2.2).

• Integrating FIDO Authentication with New Digital Identity in Taiwan
  Wei-Han Lin, Guan-Yan Yang, Kuo-Hui Yeh^*
  Published in IEEE GCCE, 2022.

• Towards a Novel Interoperability Management Scheme for Cross-Blockchain Transactions
  Guan-Yan Yang^*, Kuo-Hui Yeh, Lin-Fa Lee
  Published in IEEE GCCE, 2021.

• 長照機構與醫療院所的安全跨鏈應用設計
  吳宗成，羅乃維，查士朝，葉國暉，藍袖瑛，高嘉蔚，利文韡，趙守豐，楊冠彥
  Published in 第三十二屆全國資訊安全會議 (CISC 2022), 2022年6月.

Under Review

• Multimodal Fusion with Generative AI-Enhanced Textual Features for Multi-Horizon Crude Oil Price Forecasting
  Guan-Yan Yang^*, Chung-Wei Chuang, Farn Wang, Kuo-Hui Yeh^*
  Submitted to Expert Systems With Applications on 2025.08.04.

• Class-based Obfuscation with Multi-Objective Evolution Algorithms on Source Code
  Guan-Yan Yang, Tsung-Han Liu, Farn Wang^*, Kuo-Hui Yeh^*
  Submitted to Journal of Information Security and Applications on 2025.08.03.

• Uncovering Bluetooth Vulnerabilities with Binary Coverage-Guided Fuzz Testing and Controller Emulation
  Zhao Min Chen¹, Tien-Chih Lin¹, Guan-Yan Yang¹, Yu-Sheng Lin¹, Farn Wang, Kuo-Hui Yeh^*
  Submitted to Computers & Security on 2025.07.30.

• A Semantic-Aware Key Matching Approach for Data Minimization in Web Applications
  Ching-En Tsai, Hsueh-Yi Chen, Guan-Yan Yang^*, Farn Wang
  Submitted to The 48th IEEE/ACM International Conference on Software Engineering (ICSE 2026) on 2025.07.19.

• ProDirScan: A Hybrid LLM-Powered Framework for Proxy-Based Directory Scanning
  Guan-Yan Yang¹, Ping-Hsieh Ho¹, Zhao Min Chen, Chun-Yi Lin, Tzu-Yu Cheng, Farn Wang^*, Kuo-Hui Yeh^*
  Submitted to IEEE Transactions on Reliability on 2025.06.02.

• WebUI-Cap: A Multimodal Dataset for Enhanced Visual Web User Interface Understanding and Generation
  Guan-Yan Yang¹, Hao-Chen Jiang¹, Farn Wang^*, Kuo-Hui Yeh^*, Lun-Wei Ku
  Submitted to The 17th Asian Conference on Machine Learning (ACML 2025) on 2025.05.31.

• Federated Learning with Digital Twin for Enhancing Pedestrian Crossing Intention Prediction
  Guan-Yan Yang^*, Farn Wang
  Submitted to IEEE Transactions on Intelligent Transportation Systems on 2025.05.25.

• Enhancing Resilience for IoE: A Perspective of Networking-Level Safeguard
  Guan-Yan Yang, Jui-Ning Chen, Farn Wang, Kuo-Hui Yeh^*
  Submitted to IEEE Network on 2025.05.01.

• GNN-enhanced Traffic Anomaly Detection for Next-Generation SDN-Enabled Consumer Electronics
  Guan-Yan Yang, Farn Wang^*, Kuo-Hui Yeh^*
  Submitted to IEEE Transactions on Consumer Electronics on 2025.03.15.

• Autonomous Generative Adversarial Network for Privacy Obfuscation in Smart Healthcare
  Guan-Yan Yang^*, Farn Wang
  Submitted to IEEE Journal of Biomedical and Health Informatics on 2024.12.25.

• ArtPerception: ASCII Art-based Jailbreak on LLMs with Recognition Pre-test
  Guan-Yan Yang¹, Tzu-Yu Cheng¹, Ya-Wen Teng, Farn Wang^*, Kuo-Hui Yeh^*
  Submitted to Journal of Network and Computer Applications on 2024.11.04.