Privacy-safe network trace sharing via secure queries

Privacy concerns relating to sharing network traces have traditionally been handled via sanitization, which includes removal of sensitive data and IP address anonymization. We argue that sanitization is a poor solution for data sharing that offers insufficient research utility to users and poor privacy guarantees to data providers.