CPU layout and routing optimizations are global discrete optimization problems. Neural networks don't have much edge on these problems. Simulated annealing is

CPU layout and routing optimizations are global discrete optimization problems. Neural networks don't have much edge on these problems. Simulated annealing is the most used optimization method in routing and layout tools. There are number of research papers that attempt to use neural networks for combination optimization, but no interesting results.