You can use 12W power adapter from iPad/iPad mini.
Or, there is a fast-charge adapter now - Apple 18W USB-C Power Adapter. It's small, more powerful, but you'll need USB-C to Lightning cable in this case.
These two will definitely charge XR faster than bundled.