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: 6766
Venue: SIGMOD
Year: 2023
Pagerank: 4.1905499e-05
Overall Rank: 11,224 | 22.00%
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
101	The Case for Learned Index Structures	2018	SIGMOD	0.00049778866
1,169	SuRF: Practical Range Query Filtering with Fast Succinct Tries	2018	SIGMOD	0.00013530267
1,249	Don't Thrash: How to Cache Your Hash on Flash	2012	VLDB	0.00013040265
3,545	Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores	2020	SIGMOD	6.9831585e-05
3,614	SNARF: A Learning-Enhanced Range Filter	2022	VLDB	6.9124805e-05
3,843	Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters	2006	SIGMOD	6.7071097e-05
4,448	Stable Learned Bloom Filters for Data Streams	2020	VLDB	6.1741316e-05
4,836	Proteus: A Self-Designing Range Filter	2022	SIGMOD	5.8849277e-05
5,338	Persistent Bloom Filter: Membership Testing for the Entire History	2018	SIGMOD	5.5608985e-05
5,749	InfiniFilter: Expanding Filters to Infinity and Beyond	2023	SIGMOD	5.3420354e-05
8,019	Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams	2013	VLDB	4.6006992e-05

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