Some companies have hard rules about working in the office. You can determine that policy by calling and asking HR. Most companies don’t have such policies and decide case-by-case.
Of the various ways to find a job, searching job boards and send in applications ranks low for efficiency and effectiveness. Getting leads from professional and personal contacts, and through referrals, should be the first approach. If you do that you will already know the remote work rules.