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

Papers about training data quality management for ML models.

Paper related to AI4DB techniques

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

Datasets Used in AI4DB Research Work

2022 VLDB Summer School

Current STAT Learning-based Cardinality Estimation Code Base

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

Graph Embedding for Query Performance Prediction (PVLDB Paper Code)

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]