Our research lies at the intersection of Machine Learning and Databases.
We are the ML for Database Group at Nanyang Technological University (NTU). Our research focuses on the application of machine learning techniques to various problems in database management, with the vision of building an intelligent, self-adpative data management system. Our current research includes:
Congratulations to Yang Jingyi and Zhao Yue for publishing the tutorial “Machine Learning for Databases: Foundations, Paradigms, and Open problems” at SIGMOD 2024.
Congratulations to Zhao Yue and Li Zhaodonghui for publishing the paper “A Comparative Study and Component Analysis of Query Plan Representation Techniques in ML4DB Studies” at VLDB 2024.
Congratulations to Jingyi for publishing the paper “PLATON: Top-down R-tree Packing with Learned Partition Policy” at SIGMOD 2024.
Congratulations to Songsong, Yile for publishing the paper “Lemo: A Cache-Enhanced Learned Optimizer for Concurrent Queries” at SIGMOD 2024.