Preventing Private Paramilitary Activity Act of 2024 This bill establishes a federal statutory framework to prohibit certain conduct involving actions as a part of (or on behalf of) a private paramilitary organization while armed. An individual who violates the prohibition is subject to criminal penalties. The bill also authorizes civil remedies.