Brittleness and the Risk of Learning ‘Wrong Lessons’ Sample Clauses

Brittleness and the Risk of Learning ‘Wrong Lessons’. It was noted in 2.5.1.4 that machine learning can occur offline (in the laboratory) or online (in the battlefield), and that the former will be preferred, for the greater control that it affords. Namely, to avoid situations where a LAWS may learn the ‘wrong lessons’, which in turn may lead to target generalisation towards civilian objects, or even a perverse instantiation of final goals. The civilian world has numerous examples of ‘wrong lessons’ being learnt. These include the following. • The Microsoft Tay chatbot, which learnt the worst of human nature after 24 hours on Twitter.227 • The Playfun algorithm, which was given the goal of ‘not losing’ at Tetris, and technically achieved this by pausing the game indefinitely just before the last (losing) block fell in place.228
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