Late and lately are both adverbs, but late is used with similar meanings to the adjective late, whereas lately can only mean 'recently '.
eg. We arrived two hours late. 我們遲到了兩小時。
I haven' t heard from him lately. 我最近沒接到他的來信。
Lately is usually used with a perfect tense of the verb.