Known for its outdoor art, Philadelphia has twice gutted its public arts office, and officials have not inventoried the collection in decades. At least 85 works are recorded as missing.

One resident posted a picture of the bare timber platform on which the sunbather sculpture once reclined, with the caption: “What happened to our sun spirit?” Some locals speculated it may ...