Utility function security in artificially intelligent agents

Roman V. Yampolskiy
2014 Journal of experimental and theoretical artificial intelligence (Print)  
The notion of 'wireheading', or direct reward centre stimulation of the brain, is a wellknown concept in neuroscience. In this paper, we examine the corresponding issue of reward (utility) function integrity in artificially intelligent machines. We survey the relevant literature and propose a number of potential solutions to ensure the integrity of our artificial assistants. Overall, we conclude that wireheading in rational selfimproving optimisers above a certain capacity remains an unsolved
more » ... oblem despite opinion of many that such machines will choose not to wirehead. A relevant issue of literalness in goal setting also remains largely unsolved and we suggest that the development of a non-ambiguous knowledge transfer language might be a step in the right direction.
doi:10.1080/0952813x.2014.895114 fatcat:xkguojdutfhxxnyecwllfvryi4