RDS is not connecting since Windows 8.1 (Internet Explorer 11)

We are using Server 2012 R2 for RDS and we are having problems with the clients that got upgraded to Windows 8.1 (IE), RDS stopped connecting to the Remote Applications.  Based on solutions that we have found online, we have used the compatibility mode and the Development emulation for IE9 or IE10. 

The links that we have found related to this issue are:

http://social.technet.microsoft.com/Forums/windowsserver/en-US/c0007fa2-dbe1-4e46-a46d-ebee3a08c584/bug-with-remote-desktop-services-and-internet-explorer-10?forum=winserverTS

http://www.blackforce.co.uk/2013/10/24/rds-2008-browser-not-supported-ie10-ie11

We are looking for a solution that will allow us to use RDS with Windows 8.1, any help would be appreciated