معرفی
Dr. Le Duc Trong is an Assistant Professor (equivalent to Lecturer) at the University of Engineering and Technology (UET), Vietnam National University (VNU) in Hanoi, where he currently serves as Head of the Computer Science Department. He holds a PhD from Singapore Management University (2019) and a Bachelor's in Information Technology from VNU-UET (2011). He leads the Reliable Machine Learning research group, focusing on AI robustness and real-world applications.
His research spans web/social mining, recommender systems, multimodal learning, and reliable ML, with emphasis on fairness-aware algorithms, emotion recognition, and healthcare AI. Recent work integrates graph networks, causal inference, and curriculum learning to address challenges like modality imbalance and catastrophic forgetting.
Publication analysis (2019-2025) reveals three dominant themes: (1) Multimodal emotion recognition (5+ papers), advancing fusion techniques for conversational/clinical settings; (2) Reliable recommendation systems addressing fairness, causality, and user intent modeling; (3) Medical/healthcare AI including bronchoscopy datasets and mental disorder detection frameworks. His work consistently appears in premier venues (e.g., ACM MM, IJCAI, AAAI).
Awards & Service:
- IJCAI Student Travel Award (2017)
- Program Committee: AAAI, IJCAI, PAKDD (2020-2022)
- Co-Session Chair: KSE 2023
Administrative Roles:
- Head, Computer Science Department (2022–present)
- Deputy Head, Computer Science Department (2022)
