![]() ![]() This report describes common data issues for autonomous systems and explains how they give rise to "known unknown" failures. And crucially, they will be liable to failures that are both inevitable and impossible to anticipate: “known unknowns.”ĭata and its vagaries therefore have significant implications for the application of international humanitarian law and other rules of war. As a result, autonomous systems cannot always be expected to achieve the exact same performance in real-world use that they demonstrated in development or testing. But the harsh, dynamic, complex and adversarial nature of conflict environments poses a wide range of obstacles to the collection of such data. In order to perform as desired, autonomous systems must collect data that are complete, relevant, accurate, and aligned with the data for which the system was developed and tested. ![]()
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