Yes but a reload can still cut a KEEP ALIVE established connection (observed in older HAProxy 1.6). Probably solved in more recent versions though.
as such we try to avoid reloading haproxy as much as possible. you can even renew a cert on-the-fly uploading the new cert via the admin socket.