I recommend checking out the MP2317 or MP8756. They both have different methods of working under light-load conditions (Advanced Asynchronous Modulation (AAM) vs Ultrasonic Mode (USM)), so I would recommend checking out both products to see which one best fits for your application.
The layout guidelines at the end of the datasheet can help you with best practices to ultimately reduce noise.