We propose a novel analogy between infantile amnesia and the concept of network stability in neural networks. We argue that this analogy can provide significant insights into the mechanisms underlying memory formation and retention. We propose spectral analysis of connectivity matrices to demonstrate how transitions in network structure may contribute to memory consolidation, offering a potential explanation for infantile amnesia.