Momoko Hirayama received the degree from the Department of Physics, Kyushu University, in 2013, the degree from the Department of Informatics, in 2014, and the degree in 2017. Her bachelor’s thesis was on the approximation ratio of Lempel-Ziv 78 to the smallest grammar.