2 papers
cs.DB2026
HIRE: A Hybrid Learned Index for Robust and Efficient Performance under Mixed Workloads
Xinyi Zhang, Liang Liang, Anastasia Ailamaki +1
Indexes are critical for efficient data retrieval and updates in modern databases. Recent advances in machine learning have led to the development of learned indexes, which model t…
cs.DB2025
A New Paradigm in Tuning Learned Indexes: A Reinforcement Learning Enhanced Approach
Taiyi Wang, Liang Liang, Guang Yang +2
Learned Index Structures (LIS) have significantly advanced data management by leveraging machine learning models to optimize data indexing. However, designing these structures ofte…