Definitions of fugitive:

• noun:   someone who is sought by law officers; someone trying to elude justice
• noun:   someone who flees from an uncongenial situation

  Example: "Fugitives from the sweatshops"

• adjective:   lasting for a markedly brief time

  Example: "Fugitive hours"