We review the physics and techniques for the extension of multi-octave near-infrared pumped supercontinuum generation to the deep ultraviolet in solid-core photonic-crystal fibers (200 nm) and the vacuum-ultraviolet in gas-filled hollow-core fibers (113 nm).