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Cybersecurity capabilities have grown exponentially in 15 years, but so has the attack surface, due to faster computing. This talk will focus on innovative approaches to close that gap, comparing the use of high performance computing in massive data for other fields and how that can help cybersecurity, and exploring how supercomputers can help make networks self-detecting and self-healing.