Belady's Anomaly refers to the phenomenon where increasing the number of page frames results in an increase in the number of page faults for certain memory access patterns. This is a well-known characteristic of the First-In-First-Out (FIFO) algorithm. LRU and Optimal replacement do not suffer from this anomaly.