Kalophrynus baluensis is unusual in that it appears to have diverged from its closest known relative that is not endemic to Mount Kinabalu before the mountain reached its present elevation. Most other Mount Kinabalu endemics are younger than the mountain (approximately 6 million years), and thus appear to have evolved there relatively recently.