Re:AutoML-Zero: Evolving machine learning algorithms from sc...
by vidarh on Wednesday March 11, 2020 @03:52AM
(#22543953)
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."
"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