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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
6824
Venue
SIGMOD
Year
2024
Pagerank
4.423786e-05
Overall Rank
8,948 | 37.76%
DOI
10.1145/3639270

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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
5 The K-D-B-Tree: A Search Structure for Large Multidimensional Dynamic Indexes 1981 SIGMOD 0.0018397217
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
32 Differential Files: Their Application To The Maintenance Of Large Data Bases 1976 SIGMOD 0.00077486306
64 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063612837
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
910 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423056
1,369 Random Sampling over Joins Revisited 2018 SIGMOD 0.00012339777
1,375 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00012303141
1,703 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010836769
1,889 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010200865
2,502 Integrating the UB-Tree into a Database System Kernel 2000 VLDB 8.6438339e-05
2,552 Updatable Learned Index with Precise Positions 2021 VLDB 8.5530411e-05
2,678 Effectively Learning Spatial Indices 2020 VLDB 8.3252088e-05
2,953 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 7.8267643e-05
3,449 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0824319e-05
4,284 HTAP Databases: What is New and What is Next 2022 SIGMOD 6.2914924e-05
5,903 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 5.2791351e-05
7,042 LMSFC: A Novel Multidimensional Index based on Learned Monotonic Space Filling Curves 2023 VLDB 4.8541986e-05
8,359 Waffle: A Workload-Aware and Query-Sensitive Framework for Disk-Based Spatial Indexing 2023 VLDB 4.5372925e-05
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