Gao Cong

Latest

• Machine Learning for Databases: Foundations, Paradigms, and Open problems
• A Comparative Study and Component Analysis of Query Plan Representation Techniques in ML4DB Studies
• Lemo: A Cache-Enhanced Learned Optimizer for Concurrent Queries
• PLATON: Top-down R-tree Packing with Learned Partition Policy
• Selectivity Estimation for Queries Containing Predicates over Set-Valued Attributes
• The RLR-Tree: A Reinforcement Learning Based R-Tree for Spatial Data
• Learned Index Benefits: Machine Learning Based Index Performance Estimation
• Towards Designing and Learning Piecewise Space-Filling Curves
• SAM: Database Generation from Query Workloads with Supervised Autoregressive Models
• QueryFormer: a tree transformer model for query plan representation
• Unsupervised Selectivity Estimation by Integrating Gaussian Mixture Models and an Autoregressive Model
• A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation