How to restrict some Networking Modes?

Due to some security concerns, my company is removing VirtualBox VM from all machines.
The claim is by having the "Bridged networking" available which is bypassing some network controls (i.e. AD based firewall settings in Windows 10).
Is there a way (via Registry Settings for example) to restrict some of the Networking Modes?
This way, admin people can reduce "the risk" by disabling configurations like Bridged networking.
The claim is by having the "Bridged networking" available which is bypassing some network controls (i.e. AD based firewall settings in Windows 10).
Is there a way (via Registry Settings for example) to restrict some of the Networking Modes?
This way, admin people can reduce "the risk" by disabling configurations like Bridged networking.