Poisoning Attacks and Defenses to Learned Bloom Filters for Malicious URL Detection
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Dependable and Secure Computing"
DOI: 10.1109/tdsc.2025.3528993
Abstract: Approximate membership query (AMQ) structures represented by the Bloom Filter and its variants have been popularly researched in recent years. Researchers have recently combined machine learning with this type of structure to reduce space consumption… read more here.
Keywords: attacks defenses; bloom; learned bloom; bloom filters ... See more keywords
The role of classifiers and data complexity in learned Bloom filters: insights and recommendations
Sign Up to like & getrecommendations! Published in 2024 at "Journal of Big Data"
DOI: 10.1186/s40537-024-00906-9
Abstract: Bloom filters, since their introduction over 50 years ago, have become a pillar to handle membership queries in small space, with relevant application in Big Data Mining and Stream Processing. Further improvements have been recently… read more here.
Keywords: methodology; bloom; learned bloom; bloom filters ... See more keywords