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Sublime: Sublinear Error & Space for Unbounded Skewed Streams

Summary: Sublime makes frequency sketches space-efficient for skewed, unbounded streams using cache-line-local variable-length counters that grow on overflow. It also expands the counter array over time, enabling tunable accuracy–memory tradeoffs for Count-Min and Count Sketch. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
7489
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,295 | 29.37%
DOI
10.1145/3802116

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Authors

BibTeX Citation

@inproceedings{eslami_sigmod26,
        title = {{Sublime: Sublinear Error \& Space for Unbounded Skewed Streams}},
        author = {Eslami, Navid and Bercea, Ioana O. and Pagh, Rasmus and Dayan, Niv},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802116},
        url = {https://dl.acm.org/doi/10.1145/3802116},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036378991
737 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014490983
777 Tight Bounds for Lp Samplers, Finding Duplicates in Streams, and Related Problems 2011 PODS 0.0001410593
1,045 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012440928
1,294 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011291308
2,043 A General-Purpose Counting Filter: Making Every Bit Count 2017 SIGMOD 9.2674387e-05
4,863 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 6.4740702e-05
4,900 COMPASS: Online Sketch-based Query Optimization for In-Memory Databases 2021 SIGMOD 6.4534715e-05
4,960 InfiniFilter: Expanding Filters to Infinity and Beyond 2023 SIGMOD 6.4280133e-05
5,793 Active Sampling Count Sketch (ASCS) for Online Sparse Estimation of a Trillion Scale Covariance Matrix 2021 SIGMOD 6.0868713e-05
6,920 UltraLogLog: A Practical and More Space-Efficient Alternative to HyperLogLog for Approximate Distinct Counting 2024 VLDB 5.7390922e-05
7,498 Stingy Sketch: A Sketch Framework for Accurate and Fast Frequency Estimation 2022 VLDB 5.6031077e-05
7,747 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 5.5529458e-05
7,776 Aleph Filter: To Infinity in Constant Time 2024 VLDB 5.5464036e-05
8,308 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 5.4562543e-05
8,310 TreeSensing: Linearly Compressing Sketches with Flexibility 2023 SIGMOD 5.4556836e-05
8,356 Optimistic Data Parallelism for FPGA-Accelerated Sketching 2023 VLDB 5.4450094e-05
9,618 SplineSketch: Even More Accurate Quantiles with Error Guarantees 2026 SIGMOD 5.2434488e-05
10,307 Zeno Filter: To Infinity in Tiny Steps 2026 SIGMOD 5.093636e-05
10,426 Aeris Filter: A Strongly and Monotonically Adaptive Range Filter 2026 SIGMOD 5.093636e-05
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