No, most fuzz testing frameworks I know of these days do not use even distributions. Most use even more sophisticated techniques such as instrumenting the code to detect when state transitions are triggered to try to maximize hitting all code paths in a program instead of repeatedly fuzzing the same path.

The usual trick is coverage-guided fuzzing. https://google.github.io/clusterfuzz/reference/coverage-guid...