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Provenance-based Data Skipping

Summary: Proposes provenance-based data skipping (PBDS) that builds compact provenance sketches encoding data relevance for a query, e.g., HAVING and top-k. These sketches speed up subsequent queries and can leverage physical design artifacts like indexes and zone maps. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
13109
Venue
VLDB
Year
2022
Pagerank
5.3512428e-05
Overall Rank
8,889 | 39.02%
DOI
10.14778/3494124.3494130

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{niu_vldb22,
        title = {{Provenance-based Data Skipping}},
        author = {Niu, Xing and Glavic, Boris and Liu, Ziyu and Li, Pengyuan and Gawlick, Dieter and Krishnaswamy, Vasudha and Liu, Zhen Hua and Porobic, Danica},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {3},
        pages = {451--464},
        doi = {10.14778/3494124.3494130},
        url = {https://doi.org/10.14778/3494124.3494130},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
7,660 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5736132e-05
11,109 FaDE: More Than a Million What-ifs Per Second 2025 VLDB 5.093636e-05
11,118 Towards an Objective Metric for Data Value Through Relevance 2024 CIDR 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 37 of 37 cited papers.

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

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059843817
42 The R+-Tree: A Dynamic Multi-Dimensional Index for Objects 1987 VLDB 0.00046170812
87 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035281619
191 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.00026096009
199 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025612088
225 Complexity of Answering Queries Using Materialized Views 1998 PODS 0.00024101949
227 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023958508
438 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018471721
531 An Annotation Management System for Relational Databases 2004 VLDB 0.00017083233
559 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00016528822
663 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015174751
806 Provenance for Aggregate Queries 2011 PODS 0.00013890398
858 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.0001356511
1,507 Column Imprints: A Secondary Index Structure 2013 SIGMOD 0.0001054177
1,627 Efficient Provenance Storage 2008 SIGMOD 0.00010188097
1,798 SMOKE: Fine-grained Lineage at Interactive Speed 2018 VLDB 9.7361937e-05
1,811 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.698026e-05
1,952 Caravan: Provisioning for What-If Analysis 2013 CIDR 9.4233049e-05
1,965 ProvSQL: Provenance and Probability Management in PostgreSQL 2018 VLDB 9.3852716e-05
2,001 A Practical Scalable Distributed B-Tree 2008 VLDB 9.3326014e-05
2,195 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.9713779e-05
2,503 The Semiring Framework for Database Provenance 2017 PODS 8.4964654e-05
2,797 Vertical Partitioning for Database Design: A Graphical Algorithm 1989 SIGMOD 8.1135051e-05
2,855 Horizontal Data Partitioning In Database Design 1982 SIGMOD 8.0323779e-05
3,106 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.7515666e-05
3,323 Efficient Querying and Maintenance of Network Provenance at Internet-Scale 2010 SIGMOD 7.5211754e-05
3,576 Two Birds, One Stone: A Fast, yet Lightweight, Indexing Scheme for Modern Database Systems 2017 VLDB 7.2936598e-05
4,030 Indexing on Modern Hardware: Hekaton and Beyond 2014 SIGMOD 6.9463933e-05
5,757 Distributed Provenance Compression 2017 SIGMOD 6.0972276e-05
5,947 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0323707e-05
6,126 Efficient Bulk Updates on Multiversion B-trees 2013 VLDB 5.9675155e-05
6,360 Approximate Summaries for Why and Why-not Provenance 2020 VLDB 5.9009081e-05
7,585 Query Centric Partitioning and Allocation for Partially Replicated Database Systems 2017 SIGMOD 5.5912479e-05
8,145 You Say ‘What’, I Hear ‘Where’ and ‘Why’ — (Mis-)Interpreting SQL to Derive Fine-Grained Provenance 2018 VLDB 5.4790624e-05
8,509 Hypothetical Reasoning via Provenance Abstraction 2019 SIGMOD 5.4120069e-05
10,061 PROPOLIS: Provisioned Analysis of Data-Centric Processes 2013 VLDB 5.1659501e-05
11,938 Provenance Summaries for Answers and Non-Answers 2018 VLDB 5.093636e-05
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