Guan-Yan (Ian) Yang<br/>楊冠彥

Guan-Yan (Ian) Yang
楊冠彥

Ph.D. Student @
National Taiwan University

Research Paper

You can find most of my articles on my Google Scholar profile.

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

  • Taming Silent Failures: A Framework for Verifiable AI Reliability
    Guan-Yan Yang*, Farn Wang
    in IEEE Reliability Magazine, 2025.
    arxiv; comming soon / IEEE; comming soon

  • Multimodal Fusion with Generative AI-Enhanced Textual Features for Multi-Horizon Crude Oil Price Forecasting
    Guan-Yan Yang*, Wei-Yang Chiu, Farn Wang, Kuo-Hui Yeh*
    in Expert Systems With Applications, 2025.
    Elsevier after peer review; comming soon

  • GNN-enhanced Traffic Anomaly Detection for Next-Generation SDN-Enabled Consumer Electronics
    Guan-Yan Yang, Farn Wang*, Kuo-Hui Yeh*
    in IEEE Transactions on Consumer Electronics, 2025. (SCI; Q1 97%; Impact Factor = 10.9; 5-Year Impact Factor = 8.6; Top 3% Journal)
    arxiv / IEEE

  • 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*
    in Journal of Network and Computer Applications, 2025. (SCI; Q1 96%; Impact Factor = 8.0; 5-Year Impact Factor = 7.9; Top 4% Journal)
    arxiv / Elsevier

  • Enhancing Resilience for IoE: A Perspective of Networking-Level Safeguard
    Guan-Yan Yang, Jui-Ning Chen, Farn Wang*, Kuo-Hui Yeh*
    in IEEE Network, 2025. (SCI; Q1 98%; Impact Factor = 6.3; 5-Year Impact Factor = 8.7; Top 2% Journal)
    arxiv / IEEE

  • Multi-Objective Evolution for Python Code Obfuscation with Class Confusion Strategies
    Tsung-Han Liu*, Guan-Yan Yang* , Farn Wang
    in TCSE, 2025.

  • FRLFuzz: Federated Reinforcement Learning-based Fuzzing
    Guan-Yan Yang*, Chun-Yi Lin, Ping-Hsieh Ho, Farn Wang, Kuo-Hui Yeh
    in TCSE, 2025.

  • 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
    in Applied Sciences, 2024. (SCI; Q1 76%; Impact Factor = 2.5; 5-Year Impact Factor = 2.7)

  • FuBuKi: Fuzzing Testing on Bluetooth with Profile Emulation Kit
    Zhao Min Chen*, Yu-Sheng Lin, Tien-Chih Lin, Guan-Yan Yang*, Farn Wang
    in 33rd USENIX Security Symposium (USENIX Security 24) Poster Session, 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 Yang1,*, Kuo-Hui Yeh, Farn Wang
    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
    in The 30th ICCES (ICCES2024), Singapore. (Best Short Paper)

  • A Secure Interoperability Management Scheme for Cross-Blockchain Transactions
    Kuo-Hui Yeh, Guan-Yan Yang, Chanapha Butpheng, Lin-Fa Lee, Yin-Ho Liu*
    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*
    in IEEE GCCE, 2022.

  • Towards a Novel Interoperability Management Scheme for Cross-Blockchain Transactions
    Guan-Yan Yang*, Kuo-Hui Yeh, Lin-Fa Lee
    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

  • SAFE: An Autonomous Framework for Adaptive Privacy in AI-driven Social Systems
    Guan-Yan Yang, Wei-Yang Chiu*, Farn Wang
    Submitted to IEEE Transactions on Computational Social Systems on September 2025.

  • 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 Information Forensics and Security on September 2025. (Top 3 journal on Google Scholar’s Security category)

  • Securing Blockchain Interoperability in the Post-Quantum Era: Risks, Enterprise Implications, and Research Directions
    Guan-Yan Yang*, Farn Wang
    Submitted to IEEE IT Professional on August 2025.

  • Class-based Obfuscation with Multi-Objective Evolution Algorithms on Source Code
    Guan-Yan Yang, Tsung-Han Liu, Farn Wang*, Kuo-Hui Yeh*
    Submitted to International Journal of Information Security on October 2025.

  • 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 July 2025. (Top 3 journal in Google Scholar’s Security category)

  • 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 April 2025.

Current Research