Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation
Summary: Uses causal graphs to selectively de-correlate skyline preference attributes: remove correlations misaligned with preferences while preserving beneficial ones. CSS is agnostic to enumeration/pruning algorithms and reduces dominance checks and runtime across datasets. (summarized by gpt-5.6-luna on Jul 26 2026)
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Authors
- 1. Pratanu Mandal (Arizona State University)
- 2. Abhinav Gorantla (Arizona State University)
- 3. K. Selçuk Candan (Arizona State University)
- 4. Maria Luisa Sapino (University of Turin)
BibTeX Citation
@inproceedings{mandal_sigmod26,
title = {{Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation}},
author = {Mandal, Pratanu and Gorantla, Abhinav and Candan, K. Selçuk and Sapino, Maria Luisa},
series = {{SIGMOD} '26},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3802026},
url = {https://dl.acm.org/doi/10.1145/3802026},
year = {2026}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 243 | Efficient Progressive Skyline Computation | 2001 | VLDB | 0.00023495903 |
| 308 | Shooting Stars in the Sky: An Online Algorithm for Skyline Queries | 2002 | VLDB | 0.00021787597 |
| 792 | Finding k-Dominant Skylines in High Dimensional Space | 2006 | SIGMOD | 0.00013979615 |
| 1,185 | Maximal Vector Computation in Large Data Sets | 2005 | VLDB | 0.00011772712 |
| 3,224 | Kernel-Based Skyline Cardinality Estimation | 2009 | SIGMOD | 7.6249441e-05 |
| 3,409 | Approaching the Skyline in Z Order | 2007 | VLDB | 7.4368546e-05 |
| 3,429 | Angle-based Space Partitioning for Efficient Parallel Skyline Computation | 2008 | SIGMOD | 7.4203247e-05 |
| 6,643 | Skyline Query Processing over Joins | 2011 | SIGMOD | 5.8152344e-05 |
| 8,312 | Skyline Operator on Anti-correlated Distributions | 2013 | VLDB | 5.4556836e-05 |
| 9,192 | Efficient and Effective Cardinality Estimation for Skyline Family | 2023 | SIGMOD | 5.3058708e-05 |
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| 1 | 792 | Finding k-Dominant Skylines in High Dimensional Space | 2006 | SIGMOD |
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| 3 | 1,360 | Efficient Computation of the Skyline Cube | 2005 | VLDB |
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| 7 | 2,306 | Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces | 2005 | VLDB |
| 8 | 2,434 | Efficient Skyline Computation over Low-Cardinality Domains | 2007 | VLDB |
| 9 | 10,030 | Skyline Queries with Noisy Comparisons | 2015 | PODS |
| 10 | 8,312 | Skyline Operator on Anti-correlated Distributions | 2013 | VLDB |