Misleading graphs are visual representations of data that are intentionally or unintentionally designed to distort the truth, leading to incorrect interpretations. They can manipulate viewers' perceptions through techniques such as inappropriate scaling, truncated axes, or selective data omission, which can significantly impact decision-making and public opinion.