What is the alternative to deeper network?

Could you elaborate on potential alternatives to a deeper network in the context of machine learning and artificial intelligence? Is there a way to achieve similar performance or even surpass it without necessitating the addition of more layers in the neural network? Are there any innovative techniques or algorithms that have emerged recently that offer a viable alternative path? Understanding these alternatives could potentially lead to more efficient and effective solutions for various applications.