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Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V

Summary: Explain-Da-V: framework that explains semantic changes between dataset versions by synthesizing concise data-transformation explanations. Proposes validity, generalizability and explainability metrics and empirically outperforms prior transformation-synthesis methods. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13021
Venue
VLDB
Year
2023
Pagerank
5.5843052e-05
Overall Rank
5,283 | 63.29%
DOI
10.14778/3583140.3583169

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
9,405 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 4.3399748e-05
9,647 Discovering Functional Dependencies through Hitting Set Enumeration 2024 SIGMOD 4.3067693e-05
10,109 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.1905499e-05
10,440 ChARLES: Change-Aware Recovery of Latent Evolution Semantics in Relational Data 2025 SIGMOD 4.1905499e-05
10,618 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
724 Meaningful Change Detection in Structured Data 1997 SIGMOD 0.00017477352
936 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015197838
1,047 Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms 2015 VLDB 0.00014442219
1,096 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00014088686
1,185 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013432692
1,266 Foofah: Transforming Data By Example 2017 SIGMOD 0.00012921038
1,278 DataHub: Collaborative Data Science & Dataset Version Management at Scale 2015 CIDR 0.00012851949
1,391 Change Detection in Hierarchically Structured Information 1996 SIGMOD 0.00012236889
1,469 BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations 2016 VLDB 0.00011831156
1,565 Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff 2015 VLDB 0.00011336478
2,041 OrpheusDB: Bolt-on Versioning for Relational Databases 2017 VLDB 9.7026746e-05
2,737 Open Data Integration 2018 VLDB 8.2053894e-05
3,233 Learning Semantic String Transformations from Examples 2012 VLDB 7.331883e-05
3,254 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 7.3172324e-05
3,483 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 7.0493668e-05
3,693 Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets 2018 SIGMOD 6.8326441e-05
3,738 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 6.8006812e-05
4,860 Integrating Data Lake Tables 2023 VLDB 5.867964e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.6960764e-05
5,244 Towards Benchmarking Feature Type Inference for AutoML Platforms 2021 SIGMOD 5.6021738e-05
5,389 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 5.5339832e-05
5,520 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 5.4680662e-05
6,468 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.0448709e-05
6,681 SQUARES : A SQL Synthesizer Using Query Reverse Engineering 2020 VLDB 4.9608812e-05
7,614 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 4.6916018e-05
7,998 TardisDB: Extending SQL to Support Versioning 2021 SIGMOD 4.606568e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
8,332 DBChEx: Interactive Exploration of Data and Schema Change 2019 CIDR 4.5390688e-05
9,072 DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis 2018 SIGMOD 4.3975844e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,186 Semantic Adaptation of Schema Mappings when Schemas Evolve 2005 VLDB 0.00013432464
10,440 ChARLES: Change-Aware Recovery of Latent Evolution Semantics in Relational Data 2025 SIGMOD 4.1905499e-05
10,142 AutoDDG: Automated Dataset Description Generation using Large Language Models 2026 SIGMOD 4.1905499e-05
1,278 DataHub: Collaborative Data Science & Dataset Version Management at Scale 2015 CIDR 0.00012851949
2,655 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3638668e-05
5,520 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 5.4680662e-05
11,394 Automated Relational Data Explanation using External Semantic Knowledge 2022 VLDB 4.1905499e-05
1,565 Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff 2015 VLDB 0.00011336478
6,468 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.0448709e-05
9,072 DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis 2018 SIGMOD 4.3975844e-05