WASHINGTON—Sen. Rand Paul faces an extended absence from the Senate as he recovers from serious injuries he suffered on Friday after police said he was attacked at his Kentucky home by his longtime neighbor.

The altercation between the two men was sparked by what an attorney for the alleged assailant described as a “trivial” dispute between the neighbors of 17 years.

A...