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Fun lil paper. One of the most frustrating things about being a theoretical chemist is when someone asks you to calculate something which is not physically well-defined (such as a bond energy). Neural networks can help us solve these problems, by learning the same thing the person is asking for, a number to match a heuristic intuitive concept. ArXiV for details: