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Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing
Summary: Cold Filter (CF) is a meta-framework for faster, more accurate approximate stream processing. Captures cold items first, hot items second in a one-direction flow, avoiding inter-stage chatter, delivering up to 4.7x speedup and 51x accuracy gains.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5447
- Venue
- SIGMOD
- Year
- 2018
- Pagerank
- 0.00010008078
- Overall Rank
- 1,944 | 86.50%
- DOI
-
10.1145/3183713.3183726
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 18 of 18 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,755 |
BurstSketch: Finding Bursts in Data Streams |
2021 |
SIGMOD |
6.7822789e-05 |
| 4,912 |
Randomized Error Removal for Online Spread Estimation in Data Streaming |
2021 |
VLDB |
5.8342232e-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 |
| 6,909 |
PR-Sketch: Monitoring Per-key Aggregation of Streaming Data with Nearly Full Accuracy |
2021 |
VLDB |
4.8878659e-05 |
| 7,873 |
LadderFilter: Filtering Infrequent Items with Small Memory and Time Overhead |
2023 |
SIGMOD |
4.6263724e-05 |
| 8,380 |
Single Update Sketch with Variable Counter Structure |
2023 |
VLDB |
4.5267558e-05 |
| 8,814 |
Memory-Efficient and Flexible Detection of Heavy Hitters in High-Speed Networks |
2023 |
SIGMOD |
4.4395913e-05 |
| 9,079 |
JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation |
2023 |
SIGMOD |
4.3956812e-05 |
| 9,148 |
SPAS: Continuous Release of Data Streams under w-Event Differential Privacy |
2025 |
SIGMOD |
4.380727e-05 |
| 9,230 |
Panakos: Chasing the Tails for Multidimensional Data Streams |
2023 |
VLDB |
4.3650857e-05 |
| 10,034 |
SieveSketch: A Fine-grained and Adaptive Sketch Framework for Accurate Frequency Estimation |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,327 |
CounterSnake: A lossless and generalized compression framework for diverse sketches |
2026 |
VLDB |
4.1905499e-05 |
| 10,397 |
Pandora: An Efficient and Rapid Solution for Persistence-Based Tasks in High-Speed Data Streams |
2025 |
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 |
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 43 |
Models and Issues in Data Stream Systems |
2002 |
PODS |
0.00072660894 |
| 168 |
Approximate Frequency Counts over Data Streams |
2002 |
VLDB |
0.0003915627 |
| 831 |
Finding Frequent Items in Data Streams |
2008 |
VLDB |
0.00016094846 |
| 955 |
How to Summarize the Universe: Dynamic Maintenance of Quantiles |
2002 |
VLDB |
0.00015069776 |
| 1,065 |
Processing Complex Aggregate Queries over Data Streams |
2002 |
SIGMOD |
0.00014344675 |
| 1,400 |
Wavelet Synopses with Error Guarantees |
2002 |
SIGMOD |
0.0001219602 |
| 1,586 |
Augmented Sketch: Faster and More Accurate Stream Processing |
2016 |
SIGMOD |
0.00011245213 |
| 2,439 |
gSketch: On Query Estimation in Graph Streams |
2012 |
VLDB |
8.8181328e-05 |
| 2,848 |
A General-Purpose Counting Filter: Making Every Bit Count |
2017 |
SIGMOD |
8.0202739e-05 |
| 3,491 |
Holistic UDAFs at Streaming Speeds |
2004 |
SIGMOD |
7.0436671e-05 |
| 3,618 |
Persistent Data Sketching |
2015 |
SIGMOD |
6.9080647e-05 |
| 5,163 |
Finding Persistent Items in Data Streams |
2017 |
VLDB |
5.6495769e-05 |
| 5,377 |
Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams |
2017 |
VLDB |
5.5381456e-05 |
| 8,179 |
A Shifting Bloom Filter Framework for Set Queries |
2016 |
VLDB |
4.5628742e-05 |
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Stacked Filters: Learning to Filter by Structure |
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| 1,006 |
Adaptive Filters for Continuous Queries over Distributed Data Streams |
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Augmented Sketch: Faster and More Accurate Stream Processing |
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0.00011245213 |
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2023 |
SIGMOD |
4.6263724e-05 |