Continuous representation refers to the mathematical modeling of data or objects in a way that allows for smooth and uninterrupted transitions between values, often used in fields like computer graphics, machine learning, and signal processing. This approach enables more precise and flexible manipulation of information compared to discrete representations, facilitating advancements in areas such as neural networks and digital image processing.