Extended Event Session Keeps Stopping
It seems your Extended Event session is defined with STARTUP_STATE=OFF so it is not started automatically when SQL Server is restarted.

Change the session to STARTUP_STATE=ON to ensure it's always running (unless stopped manually):

ALTER EVENT SESSION [blocked_process] ON SERVER 
    WITH (STARTUP_STATE=ON);