Restoring and non-restoring algorithms for division are essential concepts in computer arithmetic. Restoring algorithms function similarly to long-hand division, while non-restoring algorithms provide a more efficient method by avoiding the need to restore the dividend during each step. The discussion highlights a discrepancy between the algorithm presented on Wikipedia and its implementation in some mini-computers, noting that the latter often uses a quotient represented by conventional binary digits (0s and 1s) instead of -1 and +1. For signed numbers, additional processing steps are required, such as adjusting the dividend and remainder. Understanding the mathematical foundation behind these algorithms is crucial for grasping why they work, especially in relation to conventional division methods. Resources such as specific algorithm links and implementation explanations are shared for further study.