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Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory

Summary: FEDB, a distributed in-memory DB for OLDA feature extraction, delivers 1–2 orders of magnitude faster performance than prior DBs. PMEM-optimized persistent skiplist cuts tail latency to 19.7%, recovery time to 99.7%, and OLDA cost to 58.4%. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6b21afbefacc9053
Venue
VLDB
Year
2021
Pagerank
5.8381685e-05
Overall Rank
6,239 | 58.07%
DOI
10.14778/3446095.3446102
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chen_vldb21,
        title = {{Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory}},
        author = {Chen, Cheng and Yang, Jun and Lu, Mian and Wang, Taize and Zheng, Zhao and Chen, Yuqiang and Dai, Wenyuan and He, Bingsheng and Wong, Weng-Fai and Wu, Guoan and Zhao, Yuping and Rudoff, Andy},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {5},
        pages = {799--812},
        doi = {10.14778/3446095.3446102},
        url = {https://doi.org/10.14778/3446095.3446102},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
205 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025171314
282 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022302793
502 FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory 2016 SIGMOD 0.00017250394
630 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.00015412011
966 BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory 2018 VLDB 0.00012806678
1,242 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011378275
1,283 Managing Non-Volatile Memory in Database Systems 2018 SIGMOD 0.00011205832
1,313 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00011055196
1,359 Dash: Scalable Hashing on Persistent Memory 2020 VLDB 0.00010914954
1,580 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 0.00010177136
1,692 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.8526476e-05
2,483 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.3973995e-05
2,663 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1542952e-05
3,427 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.3048595e-05
3,496 How to Build a Non-Volatile Memory Database Management System 2017 SIGMOD 7.2523692e-05
3,934 The Case For Heterogeneous HTAP 2017 CIDR 6.9145781e-05
4,190 SAP HANA Adoption of Non-Volatile Memory 2017 VLDB 6.7425306e-05
4,401 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.6121514e-05
5,914 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9472869e-05
6,492 HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries 2018 VLDB 5.7647756e-05
9,991 Data Management on Non-Volatile Memory 2019 SIGMOD 5.0986198e-05
9,992 Opportunities for Data Management Research in the Era of Horizontal AI/ML 2019 VLDB 5.0986198e-05
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