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NeurDB: On the Design and Implementation of an AI-powered Autonomous Database

Summary: NeurDB is an AI-powered autonomous database that embeds end-to-end AI workflows inside the engine to enable efficient in‑database analytics and learned components. Novelty: fast‑adaptive learned components and an in‑DB AI ecosystem that handles data and workload drift, yielding substantial empirical gains. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h51d009237983ee4f
Venue
CIDR
Year
2025
Pagerank
5.4017794e-05
Overall Rank
8,032 | 46.02%
DOI
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PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhao_cidr25,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '25},
        title = {{NeurDB: On the Design and Implementation of an AI-powered Autonomous Database}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Zhao, Zhanhao and Cai, Shaofeng and Gao, Haotian and Pan, Hexiang and Xiang, Siqi and Xing, Naili and Chen, Gang and Ooi, Beng Chin and Shen, Yanyan and Wu, Yuncheng and Zhang, Meihui},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
40 The Case for Learned Index Structures 2018 SIGMOD 0.00046363107
118 The EXODUS Optimizer Generator 1987 SIGMOD 0.00031381726
144 Neo: A Learned Query Optimizer 2019 VLDB 0.00029090793
224 Self-Driving Database Management Systems 2017 CIDR 0.00024011047
361 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00020000855
422 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018488849
555 SageDB: A Learned Database System 2019 CIDR 0.0001650754
727 Serializable Snapshot Isolation in PostgreSQL 2012 VLDB 0.00014456009
1,343 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 0.00010959797
1,525 Updatable Learned Index with Precise Positions 2021 VLDB 0.00010355133
2,184 Extending Relational Query Processing with ML Inference 2020 CIDR 8.8953085e-05
2,209 Lero: A Learning-to-Rank Query Optimizer 2023 VLDB 8.8360101e-05
2,661 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 8.1568473e-05
2,829 DB4ML – An In-Memory Database Kernel with Machine Learning Support 2020 SIGMOD 7.9592539e-05
3,680 openGauss: An Autonomous Database System 2021 VLDB 7.1016555e-05
3,718 Machine Learning and Databases: The Sound of Things to Come or a Cacophony of Hype? 2015 SIGMOD 7.0703796e-05
3,950 Eigen: End-to-end Resource Optimization for Large-Scale Databases on the Cloud 2023 VLDB 6.9035063e-05
4,299 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.6766173e-05
4,492 ARM-Net: Adaptive Relation Modeling Network for Structured Data 2021 SIGMOD 6.5749958e-05
4,559 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.5324275e-05
5,271 InferDB: In-Database Machine Learning Inference Using Indexes 2024 VLDB 6.1991633e-05
5,700 PilotScope: Steering Databases with Machine Learning Drivers 2024 VLDB 6.028998e-05
5,715 Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data 2023 SIGMOD 6.0178585e-05
5,850 Modeling Shifting Workloads for Learned Database Systems 2024 SIGMOD 5.9697921e-05
6,844 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 5.6647722e-05
7,079 Understanding the Performance Implications of the Design Principles in Storage-Disaggregated Databases 2024 SIGMOD 5.603281e-05
7,297 Hyper: A High-Performance and Memory-Efficient Learned Index via Hybrid Construction 2024 SIGMOD 5.5609237e-05
8,790 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 5.2749476e-05
8,952 Machine Unlearning in Learned Databases: An Experimental Analysis 2024 SIGMOD 5.2517414e-05
8,990 nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems 2024 VLDB 5.2418665e-05
9,222 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 5.203586e-05
11,555 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.9769913e-05
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