This is a continuously updated handbook for readers to easily track the latest NL2SQL (Text-to-SQL) techniques in the literature and provide practical guidance for researchers and practitioners. If we missed any interesting work, feel free to contact us.

PilotScope is a middleware to bridge the gaps of deploying AI4DB (Artificial Intelligence for Databases) algorithms into actual database systems.

Paper related to OLAP techniques

Paper related to AI4DB techniques

Papers about training data quality management for ML models.

2022 VLDB Summer School

EinsteinDB is a Hybrid memory system consisting of DRAM and Non-Volatile Memory configured to persist data fast.

Current STAT Learning-based Cardinality Estimation Code Base

Graph Embedding for Query Performance Prediction (PVLDB Paper Code)

Balsa is a learned SQL query optimizer. It tailor optimizes your SQL queries to find the best execution plans for your hardware and engine.

Join ordering optimization using Deep Reinforcement Learning

PilotScope is a middleware to bridge the gaps of deploying AI4DB (Artificial Intelligence for Databases) algorithms into actual database systems.

A customized and efficient database tuning system [VLDB'22]

learned cardinalities for databases