Not seeing this on my end — LastPass keeps me logged in even after restarting the browser. Tested on Windows 10 and macOS systems.
Can you check and ensure you are not clearing cookies/site data on exit by going to Settings --> History --> Delete browsing data --> [On exit] and ensuring that you do not have any of these boxes selected?