A Learned Cuckoo Filter for Approximate Membership Queries over Variable-sized Sliding Windows on Data Streams

Summary: Introduces Learned Cuckoo Filter (LCF) for approximate membership queries on data streams with variable sliding windows, using a trained oracle to adaptively maintain cuckoo filters. Offers compact LCF_C and theoretical LCF_O with space-accuracy guarantees; experiments show 61% space savings and 12x accuracy gains at the same space. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6765
Venue: SIGMOD
Year: 2023
Pagerank: 4.1945683e-05
Overall Rank: 11,222 | 21.94%
DOI: 10.1145/3626758

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 11 of 11 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
102	The Case for Learned Index Structures	2018	SIGMOD	0.00049545203
1,169	SuRF: Practical Range Query Filtering with Fast Succinct Tries	2018	SIGMOD	0.00013536447
1,248	Don't Thrash: How to Cache Your Hash on Flash	2012	VLDB	0.00013046661
3,544	Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores	2020	SIGMOD	6.9898874e-05
3,611	SNARF: A Learning-Enhanced Range Filter	2022	VLDB	6.9191399e-05
3,838	Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters	2006	SIGMOD	6.7134945e-05
4,446	Stable Learned Bloom Filters for Data Streams	2020	VLDB	6.1800659e-05
4,835	Proteus: A Self-Designing Range Filter	2022	SIGMOD	5.8905445e-05
5,332	Persistent Bloom Filter: Membership Testing for the Entire History	2018	SIGMOD	5.5662513e-05
5,739	InfiniFilter: Expanding Filters to Infinity and Beyond	2023	SIGMOD	5.3471718e-05
8,015	Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams	2013	VLDB	4.6051162e-05

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8,957	Adaptive Quotient Filters	2024	SIGMOD	4.4211093e-05
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8,502	Conditional Cuckoo Filters	2021	SIGMOD	4.4972336e-05
10,659	Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing	2025	VLDB	4.1945683e-05
4,446	Stable Learned Bloom Filters for Data Streams	2020	VLDB	6.1800659e-05
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