DataDiff: User-Interpretable Data Transformation Summaries for Collaborative Data Analysis
Summary: DataDiff provides user-interpretable data-diff summaries for collaborative dataset versioning. It yields concise explanations of changes without dependence on the originating operations, aiding merge, conflict detection, and evolution reasoning. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Gunce Su Yilmaz
- 2. Tana Wattanawaroon
- 3. Liqi Xu
- 4. Abhishek Nigam
- 5. Aaron J. Elmore
- 6. Aditya Parameswaran
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,283 | Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V | 2023 | VLDB | 5.5843052e-05 |
| 11,218 | Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet | 2023 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 192 | HoloClean: Holistic Data Repairs with Probabilistic Inference | 2017 | VLDB | 0.00035692958 |
| 491 | Query by Output | 2009 | SIGMOD | 0.00021960753 |
| 1,278 | DataHub: Collaborative Data Science & Dataset Version Management at Scale | 2015 | CIDR | 0.00012851949 |
| 1,575 | Reverse Engineering Complex Join Queries | 2013 | SIGMOD | 0.00011288804 |
| 2,041 | OrpheusDB: Bolt-on Versioning for Relational Databases | 2017 | VLDB | 9.7026746e-05 |
| 2,267 | Ground: A Data Context Service | 2017 | CIDR | 9.1554363e-05 |
| 2,431 | Decibel: The Relational Dataset Branching System | 2016 | VLDB | 8.8259664e-05 |
| 2,751 | Learning and Verifying Quantified Boolean Queries by Example | 2013 | PODS | 8.1725194e-05 |
| 2,917 | Performance Evaluation of a Temporal Database Management System | 1986 | SIGMOD | 7.9050859e-05 |
| 3,915 | The BT-Tree: A Branched and Temporal Access Method | 2000 | VLDB | 6.629645e-05 |
| 7,251 | DEX: Query Execution in a Delta-based Storage System | 2017 | SIGMOD | 4.7839943e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,748 | Efficient Differential Dependency Discovery | 2024 | VLDB | 4.2856385e-05 |
| 13,293 | Effective Data Versioning for Collaborative Data Analytics | 2020 | SIGMOD | - |
| 11,321 | Building a Shared Conceptual Model of Complex, Heterogeneous Data Systems: A Demonstration | 2022 | CIDR | 4.1905499e-05 |
| 10,879 | SDEcho: Efficient Explanation of Aggregated Sequence Difference | 2025 | VLDB | 4.1905499e-05 |
| 13,700 | Efficient development of data migration transformations | 2004 | SIGMOD | - |
| 1,565 | Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff | 2015 | VLDB | 0.00011336478 |
| 11,299 | DataRinse: Semantic Transforms for Data preparation based on Code Mining | 2023 | VLDB | 4.1905499e-05 |
| 2,158 | DIFF: A Relational Interface for Large-Scale Data Explanation | 2019 | VLDB | 9.4117885e-05 |
| 1,278 | DataHub: Collaborative Data Science & Dataset Version Management at Scale | 2015 | CIDR | 0.00012851949 |
| 5,283 | Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V | 2023 | VLDB | 5.5843052e-05 |