“…To address the aforementioned issues, previous studies have put forth over 60 enhanced bloom filters with the aim of enhancing their adaptability and performance [ 4 ]. These enhanced bloom filters exhibit enhanced flexibility and performance benefits in various application scenarios, including content caching [ 5 , 6 , 7 , 8 , 9 , 10 ], data storage [ 11 , 12 , 13 , 14 , 15 ], and other domains. By reducing false positives, optimizing implementation, augmenting collection diversity, and enriching functionalities, these enhanced bloom filters offer improved adaptability and efficacy, thereby rendering bloom filters a more potent tool for handling extensive datasets.…”