An Interference Graph is a representation used in Compiler Optimization to model the Conflicts between variables, where Nodes represent variables and edges indicate that two variables cannot be assigned to the same register. This graph is crucial in Register Allocation to Minimize the number of registers needed without causing conflicts during Program Execution.