Theoretical Guarantees

Theoretical guarantees are assurances provided by mathematical analysis or models that certain methods or algorithms will perform in a predictable way under specific conditions. They offer confidence that, for example, a solution will be accurate, efficient, or reliable, even when faced with new or unseen data. Think of them as proof points that support the trustworthiness of a method before it’s practically applied, helping to ensure its effectiveness and robustness in real-world situations.