When a Conference Call is active, you will be able to see all the numbers of parties invited and the initial receiver. However, the icon indicated is very much based on the mobile phone model you are using.
Once the 'link' or 'join' button is clicked, it is indicated on 'A' party’s screen that a conference is in place. As for 'B' and 'C' party, they will not see any notification.