In situations where you need to compare complex object graphs in Java, the "DeepEquals" utility from the java-util GitHub project can be very helpful. It provides a way to compare two object graphs and reports a breadcrumb trail to the differences. This utility can handle cyclic references and offers a more comprehensive comparison than the default equals() method. You can find more information and the implementation details on the java-util GitHub project page.