At physical conferences, rooms are provided for selected socials to meet in. The size can vary and catering is often included for NeurIPS. The Social Chairs send out the call and make the selection. The socials are scheduled in the evenings and added to the schedule. Each social is responsible for the organization and setting up a website with their agenda, etc. Various topics are discussed; see an example list from 2019 here.