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by vidarh 2294 days ago
The paper [1] cites Koza among a total of 102 citations.

"An early example of a symbolically discovered optimizer is that of Bengio et al. [8], who represent F as a tree: the leaves are the possible inputs to the optimizer (i.e. the xi above) and the nodes are one of {+, −, ×, ÷}. F is then evolved, making this an example of genetic programming [36]. Our search method is similar to genetic programming but we choose to represent the program as a sequence of instructions—like a programmer would type it—rather than a tree. "

"[36]" is "Koza, J. R. and Koza, J. R. Genetic programming: on the programming of computers by means of natural selection. MIT press, 1992."

[1] https://arxiv.org/pdf/2003.03384.pdf