Did you know that Bloom (and quotient, cuckoo, etc) filters are vulnerable to malicious attacks? My upcoming SIGMOD 2025 paper introduces adaptive quotient filters , which fix their mistakes to defend against adversaries and improve performance on naturally-occurring database and networking applications; essentially for free!