Graph Canonical Form is a way to uniquely represent a graph using a standardized format, enabling efficient comparisons between graphs. This representation avoids ambiguities by ensuring that isomorphic graphs are represented identically, which is crucial in various applications such as chemical structure analysis and network theory.