Whats the difference between Cross-Entropy and Genetic Algorithms?
In this context, cross-entropy is one particular form of a genetic algorithm. Its a much more specific thing than saying "Genetic Algorithms" as that covers a huge number of different algorithms.
Put simply:
Genetic Algorithms is a family of algorithms / one type of approach to optimization
Cross-entropy is a specific genetic algorithm.