Before going to the wind tribe's house, you have to fuse with the stranger in Hyrule Town. This creates a warp into their house. There, you can use the gust jar to suck in the ghost. Leave and go about your normal business, then when you come back to the cloud area via Veil Springs, he'll give you the light arrows.

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