Killing Floor focuses on a horror-themed cooperative experience with a wide variety of enemies and intense atmosphere, whereas Alien Swarm emphasizes fast-paced team-based action with customizable characters and multiple game modes. While both games offer engaging multiplayer experiences, their themes and gameplay mechanics cater to different player preferences.