Binghui Wu

About Me

I am a Ph.D. student in the Electrical and Computer Engineering at the National University of Singapore (NUS), advised by Prof. Mohan Gurusamy and Dr. Dinil Mon Divakaran. I enjoy reading books, watching movies, and playing badminton. The final goal of my life is to have a kind and loving heart.

Research Interests

• Network Security: IoT fingerprinting, website fingerprinting, anomaly detection,
• Machine Learning: sequence model, few-shot and zero-shot learning, trustworthy AI, incremental learning, transfer learning
• Network Management: Network traffic analysis, resource allocation

News

• [June.2025] Our paper about Unified Multi-granular Traffic Modeling Framework is accpeted to IEEE Transactions on Cognitive Communications and Networking 2025

Recent Publications

• A Unified Multi-granular Traffic Modeling Framework for Network Security
  Wu Binghui; Dinil Mon Divakaran, Mohan Gurusamy
  IEEE Transactions on Cognitive Communications and Networking 2025

• ZEST: Attention-based Zero-Shot Learning for Unseen IoT Device Classification
  Wu Binghui; Philipp Gysel, Dinil Mon Divakaran, Mohan Gurusamy
  IEEE/IFIP NOMS 2024
  [Paper] [Page] [Code]

• D3T: Double Deep Q-Network Decision Transformer for Service Function Chain Placement
  Wu Binghui; Dongbo Chen; Nalam Venkata Abhishek; Mohan Gurusamy
  IEEE HPSR 2023
  [Paper] [Page]

• NPRA: A Novel Predictive Resource Allocation Mechanism for Next Generation Network Slicing
  Wu Binghui; Nalam Venkata Abhishek; Amogh PC; Mohan Gurusamy
  IEEE CCNC 2023
  [Paper] [Page]

Teaching

• [[2023-now]] EE4204 Computer Networks (w/ Prof. Mohan Gurusamy and Prof. Mehul Motani)

• [[Winter’24]] EE5021 Cloud based Services for Internet of Things (w/ Prof. Mohan Gurusamy)

• [[Winter’24]] EE5134 Optical Communications and Network (w/ Prof. Mohan Gurusamy)

• [[2023-now]] CEG5101 Modern Computer Networking (w/ Prof. Mohan Gurusamy)

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