Scholar
Guansong Pang
Google Scholar ID: 1ZO7pHkAAAAJ
Assistant Professor of Computer Science, Singapore Management University
Citations & Impact
Citations
10,771
H-index
41
i10-index
78
Publications
20
Co-authors
54
list available
Publications
Resume (English only)
Academic Achievements
- 2020 UTS Chancellor's Award List
- World's Top 2% Scientists (2022–2024)
- DSAA 2023 Best Paper Award (Applications Track)
- Most Influential KDD 2023 Paper
- Lee Kong Chian Fellowship Award 2024
- Area Chair for NeurIPS, ICLR, ICML, CVPR, KDD, PAKDD, IJCAI, AAAI
- Associate Editor for IEEE Transactions on Neural Networks and Learning Systems, Pattern Recognition, Neural Networks
- Editorial Board member for IEEE Intelligent Systems and International Journal of Data Science and Analytics
Background
- Tenure-track Assistant Professor of Computer Science at Singapore Management University (SMU)
- Lee Kong Chian Fellow (2024–2026)
- Faculty member at the School of Computing and Information Systems, SMU
- Affiliated with the Centre on Security, Mobile Applications and Cryptography (CSMAC)
- Leads the Machine Learning & Applications (MaLA) Lab at SMU
- Research interests include machine learning, data mining, and computer vision, with a focus on recognizing and generalizing to abnormal, unknown, or unseen data for trustworthy AI in open environments
- Key research areas: anomaly detection, open-world machine learning (e.g., out-of-distribution detection, open-set recognition, long-tailed classification, continual learning), specialized foundation models for specific data types (e.g., graphs, time series, tabular) or tasks (e.g., anomaly detection, forecasting), and security/safety in foundation models (e.g., hallucination mitigation, AI-generated content detection, defense against model/data attacks)
- Real-world applications: network intrusion detection, fraud detection, early disease/fault detection, biomedicine data learning, industrial defect detection, biometric anti-spoofing, hate speech detection
