Faster Algorithms for Fair Max-Min Diversification in Rd
Summary: First constant-factor approximation for FairDiv in near-linear time and linear space. Key ideas: MWU + geometric data structures to implicitly/approximately solve LP; coreset yields first distribution-independent streaming algorithm, with strong million-scale empirical performance. (summarized by gpt-5.4-mini on May 24 2026)
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Authors
- 1. Yash Kurkure (University of Illinois Chicago)
- 2. Miles Shamo (University of Illinois Chicago)
- 3. Joseph Wiseman (University of Illinois Chicago)
- 4. Sainyam Galhotra (Cornell University)
- 5. Stavros Sintos (University of Illinois Chicago)
BibTeX Citation
@inproceedings{kurkure_sigmod24,
title = {{Faster Algorithms for Fair Max-Min Diversification in Rd}},
author = {Kurkure, Yash and Shamo, Miles and Wiseman, Joseph and Galhotra, Sainyam and Sintos, Stavros},
series = {{SIGMOD} '24},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3654940},
url = {https://dl.acm.org/doi/10.1145/3654940},
year = {2024}
}Incoming Citations (Sorted by Pagerank)
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| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,513 | Computing A Well-Representative Summary of Conjunctive Query Results | 2024 | PODS | 5.5049463e-05 |
| 10,393 | Clustering with Set Outliers and Applications in Relational Clustering | 2026 | PODS | 4.9793485e-05 |
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,936 | Max-Sum Diversification, Monotone Submodular Functions and Dynamic Updates | 2012 | PODS | 9.3387282e-05 |
| 7,776 | Efficient Indexes for Diverse Top-k Range Queries | 2020 | PODS | 5.4546499e-05 |
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