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One Seed, Two Birds: A Unified Learned Structure for Exact and Approximate Counting

Summary: CardIndex: unified learned structure for exact and approximate counting, a multidimensional index and adaptive estimator. Training/updating two orders faster; low-selectivity accuracy up to 314×; range queries 20% faster; indexing faster than RSMI/R-tree. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6886
Venue
SIGMOD
Year
2024
Pagerank
5.3387783e-05
Overall Rank
8,986 | 38.35%
DOI
10.1145/3639270

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod24,
        title = {{One Seed, Two Birds: A Unified Learned Structure for Exact and Approximate Counting}},
        author = {Li, Yingze and Wang, Hongzhi and Liu, Xianglong},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3639270},
        url = {https://dl.acm.org/doi/10.1145/3639270},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.001157935
8 The K-D-B-Tree: A Search Structure for Large Multidimensional Dynamic Indexes 1981 SIGMOD 0.00082404462
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
43 The Case for Learned Index Structures 2018 SIGMOD 0.00046060254
59 Differential Files: Their Application To The Maintenance Of Large Data Bases 1976 SIGMOD 0.00040060625
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
401 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019092557
513 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017190574
790 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.0001401445
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
1,061 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012369764
1,174 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00011817414
1,551 Updatable Learned Index with Precise Positions 2021 VLDB 0.00010381398
1,840 Effectively Learning Spatial Indices 2020 VLDB 9.6404567e-05
2,155 Integrating the UB-Tree into a Database System Kernel 2000 VLDB 9.0713545e-05
2,723 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 8.2049453e-05
2,747 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 8.1711208e-05
3,762 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.1449267e-05
5,522 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 6.1871697e-05
6,459 LMSFC: A Novel Multidimensional Index based on Learned Monotonic Space Filling Curves 2023 VLDB 5.8727182e-05
8,200 Waffle: A Workload-Aware and Query-Sensitive Framework for Disk-Based Spatial Indexing 2023 VLDB 5.4677285e-05
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