Understanding and Avoiding AI Failures: A Practical Guide
| العنوان: | Understanding and Avoiding AI Failures: A Practical Guide |
|---|---|
| المؤلفون: | Roman V. Yampolskiy, Robert Max Williams |
| المصدر: | Philosophies, Vol 6, Iss 53, p 53 (2021) Philosophies Volume 6 Issue 3 |
| سنة النشر: | 2021 |
| مصطلحات موضوعية: | FOS: Computer and information sciences, Risk analysis, Reliability theory, 0209 industrial biotechnology, Current generation, risk analysis, Logic, Computer science, Computer Science - Artificial Intelligence, B1-5802, 02 engineering and technology, Accident (fallacy), Computer Science - Computers and Society, 020901 industrial engineering & automation, History and Philosophy of Science, Computers and Society (cs.CY), 0202 electrical engineering, electronic engineering, information engineering, Philosophy (General), normal accident theory, BC1-199, Root cause, Philosophy, Artificial Intelligence (cs.AI), Risk analysis (engineering), AI safety, 020201 artificial intelligence & image processing, Applications of artificial intelligence, Ai systems |
| الوصف: | As AI technologies increase in capability and ubiquity, AI accidents are becoming more common. Based on normal accident theory, high reliability theory, and open systems theory, we create a framework for understanding the risks associated with AI applications. This framework is designed to direct attention to pertinent system properties without requiring unwieldy amounts of accuracy. In addition, we also use AI safety principles to quantify the unique risks of increased intelligence and human-like qualities in AI. Together, these two fields give a more complete picture of the risks of contemporary AI. By focusing on system properties near accidents instead of seeking a root cause of accidents, we identify where attention should be paid to safety for current generation AI systems. |
| وصف الملف: | application/pdf |
| اللغة: | English |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::63e6f176a732d64f5a9250ce24abc84f http://arxiv.org/abs/2104.12582 |
| Rights: | OPEN |
| رقم الانضمام: | edsair.doi.dedup.....63e6f176a732d64f5a9250ce24abc84f |
| قاعدة البيانات: | OpenAIRE |
| الوصف غير متاح. |