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 |
|---|---|---|---|---|
| 256 | Efficient Progressive Skyline Computation | 2001 | VLDB | 0.00022981799 |
| 313 | Shooting Stars in the Sky: An Online Algorithm for Skyline Queries | 2002 | VLDB | 0.00021311041 |
| 817 | Finding k-Dominant Skylines in High Dimensional Space | 2006 | SIGMOD | 0.00013672764 |
| 1,213 | Maximal Vector Computation in Large Data Sets | 2005 | VLDB | 0.00011512468 |
| 3,281 | Kernel-Based Skyline Cardinality Estimation | 2009 | SIGMOD | 7.4583561e-05 |
| 3,414 | Angle-based Space Partitioning for Efficient Parallel Skyline Computation | 2008 | SIGMOD | 7.3244819e-05 |
| 3,478 | Approaching the Skyline in Z Order | 2007 | VLDB | 7.2700866e-05 |
| 6,776 | Skyline Query Processing over Joins | 2011 | SIGMOD | 5.6847562e-05 |
| 8,479 | Skyline Operator on Anti-correlated Distributions | 2013 | VLDB | 5.3332727e-05 |
| 9,372 | Efficient and Effective Cardinality Estimation for Skyline Family | 2023 | SIGMOD | 5.1868213e-05 |
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| 8 | 2,491 | Efficient Skyline Computation over Low-Cardinality Domains | 2007 | VLDB |
| 9 | 10,219 | Skyline Queries with Noisy Comparisons | 2015 | PODS |
| 10 | 8,479 | Skyline Operator on Anti-correlated Distributions | 2013 | VLDB |