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Augmented Sketch: Faster and More Accurate Stream Processing

Summary: ASketch augments sketch-based freq estimation with a dynamic pre-filter that aggregates top items, boosting heavy-hitter accuracy and reducing misclassification. Overflow items go to a conventional sketch; SIMD-enabled parallelism boosts throughput. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5140
Venue
SIGMOD
Year
2016
Pagerank
0.00011245213
Overall Rank
1,586 | 88.98%
DOI
10.1145/2882903.2882948

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
1,944 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 0.00010008078
3,322 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.217965e-05
3,755 BurstSketch: Finding Bursts in Data Streams 2021 SIGMOD 6.7822789e-05
4,394 Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models 2017 VLDB 6.2173726e-05
4,912 Randomized Error Removal for Online Spread Estimation in Data Streaming 2021 VLDB 5.8342232e-05
5,128 Efficient Join Synopsis Maintenance for Data Warehouse 2020 SIGMOD 5.6728511e-05
5,377 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 5.5381456e-05
6,089 Active Sampling Count Sketch (ASCS) for Online Sparse Estimation of a Trillion Scale Covariance Matrix 2021 SIGMOD 5.2145151e-05
6,594 Out of Many We are One: Measuring Item Batch with Clock-Sketch 2021 SIGMOD 4.9951304e-05
6,600 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 4.9925547e-05
6,791 On-Off Sketch: A Fast and Accurate Sketch on Persistence 2021 VLDB 4.9204179e-05
7,731 Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items 2023 SIGMOD 4.6612382e-05
7,873 LadderFilter: Filtering Infrequent Items with Small Memory and Time Overhead 2023 SIGMOD 4.6263724e-05
8,246 Stingy Sketch: A Sketch Framework for Accurate and Fast Frequency Estimation 2022 VLDB 4.5462498e-05
8,695 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 4.461508e-05
9,041 TreeSensing: Linearly Compressing Sketches with Flexibility 2023 SIGMOD 4.3997447e-05
9,079 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 4.3956812e-05
9,230 Panakos: Chasing the Tails for Multidimensional Data Streams 2023 VLDB 4.3650857e-05
9,408 CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation Models 2024 SIGMOD 4.3399748e-05
10,034 SieveSketch: A Fine-grained and Adaptive Sketch Framework for Accurate Frequency Estimation 2026 SIGMOD 4.1905499e-05
10,149 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.1905499e-05
10,667 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 4.1905499e-05
10,984 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1905499e-05
10,986 A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions 2024 SIGMOD 4.1905499e-05
11,058 Enhancing Accuracy for Super Spreader Identification in High-Speed Data Streams 2024 VLDB 4.1905499e-05
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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.

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