Ulysses Creek is a stream located in Leslie County, Kentucky. It appears on the Big Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 880.29 feet (268.31 m) above sea level. The nearest populated place is Bear Branch, approximately 0.4 miles to the WSW.