Data-Driven and Algorithmic Assessment of Humanitarian Compliance under the Law of Armed Conflict

This paper will investigate why better understanding of the Law of Armed Conflict (LOAC) based on principles of the Geneva Conventions can be used to create sustainable peace in the context of the vagaries of the contemporary war. The study of the modern conflict setting such as cyber operations and autonomous weapons and hybrid threats indicates the gaps in the existing legal framework and humanitarian protection. It combines governance, technological, and compliance models to suggest a more flexible, responsible and civilian-oriented approach to the implementation of LOAC. Its results indicate that legal interpretation in the modernized way, along with the enhanced control and protection of humanities, is a key to the minimization of civilian deaths and the establishment of long-term international balance.