The buck drivers have a small ‘transformer’ that reduces the voltage from whatever the input is to the 3.x V needed by the led. As for how it works, an electrical engineering background is needed to really understand them and I don’t have such background.

Edit: Read Switched-mode power supply - Wikipedia and Buck converter - Wikipedia . Don’t expect that it will be easy to understand.