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AI : unexplainable, unpredictable, uncontrollable
Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Series: Chapman & Hall/CRC artificial intelligence and robotics seriesPublisher: [S.l.] : CHAPMAN & HALL CRC, 2024Description: 1 Online-RessourceISBN:- 9781003846901
- 1003846904
- 9781003440260
- 1003440266
- 9781003846918
- 1003846912
- 103257626X
- 9781032576268
- 006.3 23/eng/20240112
- Q335
Contents:
Summary: Delving into the deeply enigmatic nature of Artificial Intelligence (AI), AI: Unpredictable, Unexplainable, Uncontrollable explores the various reasons why the field is so challenging. Written by one of the founders of the field of AI safety, this book addresses some of the most fascinating questions facing humanity, including the nature of intelligence, consciousness, values and knowledge. Moving from a broad introduction to the core problems, such as the unpredictability of AI outcomes or the difficulty in explaining AI decisions, this book arrives at more complex questions of ownership and control, conducting an in-depth analysis of potential hazards and unintentional consequences. The book then concludes with philosophical and existential considerations, probing into questions of AI personhood, consciousness, and the distinction between human intelligence and artificial general intelligence (AGI). Bridging the gap between technical intricacies and philosophical musings, AI: Unpredictable, Unexplainable, Uncontrollable appeals to both AI experts and enthusiasts looking for a comprehensive understanding of the field, whilst also being written for a general audience with minimal technical jargonPPN: PPN: 1907960066Package identifier: Produktsigel: ZDB-4-NLEBK | BSZ-4-NLEBK-KAUB
Cover -- Half Title -- Series Page -- Title Page -- Copyright Page -- Dedication -- Contents -- Acknowledgments -- Author -- 1. Introduction -- 1.1. Introduction -- 1.2. The AI Control Problem -- 1.3. Obstacles to Controlling AI -- 1.4. Defining Safe AI -- 1.5. On Governability of AI -- 1.6. Conclusions -- 1.7. About the Book -- References -- 2. Unpredictability -- 2.1. Introduction to Unpredictability -- 2.2. Predictability: What We Can Predict -- A Literature Review -- 2.3. Cognitive Uncontainability -- 2.4. Conclusions -- References -- 3. Unexplainability and Incomprehensibility
3.1. Introduction -- 3.2. Literature Review -- 3.3. Unexplainability -- 3.4. Incomprehensibility -- 3.5. Conclusions -- Notes -- References -- 4. Unverifiability -- 4.1. On Observers and Verifiers -- 4.2. Historical Perspective -- 4.3. Classification of Verifiers -- 4.4. Unverifiability -- 4.5. Unverifiability of Software -- 4.5.1. Unverifiability of Artificial Intelligence -- 4.6. Conclusions and Future Work -- Notes -- References -- 5. Unownability -- 5.1. Introduction -- 5.1.1. Proposals for Establishing Ownership -- 5.2. Obstacles to Ownership -- 5.3. Conclusions -- References
6. Uncontrollability -- 6.1. Introduction -- 6.2. AI Control Problem -- 6.2.1. Types of Control Problems -- 6.2.2. Formal Definition -- 6.3. Previous Work -- 6.3.1. Controllable -- 6.3.2. Uncontrollable -- 6.4. Proving Uncontrollability -- 6.5. Multidisciplinary Evidence for Uncontrollability of AI -- 6.5.1. Control Theory -- 6.5.2. Philosophy -- 6.5.3. Public Choice Theory -- 6.5.4. Justice (Unfairness) -- 6.5.5. Computer Science Theory -- 6.5.6. Cybersecurity -- 6.5.7. Software Engineering -- 6.5.8. Information Technology -- 6.5.9. Learnability -- 6.5.10. Economics -- 6.5.11. Engineering
6.5.12. Astronomy -- 6.5.13. Physics -- 6.6. Evidence from AI Safety Research for Uncontrollability of AI -- 6.6.1. Value Alignment -- 6.6.2. Brittleness -- 6.6.3. Unidentifiability -- 6.6.4. Uncontainability -- 6.6.5. Uninterruptability -- 6.6.6. AI Failures -- 6.6.7. Unpredictability -- 6.6.8. Unexplainability and Incomprehensibility -- 6.6.9. Unprovability -- 6.6.10. Unverifiability -- 6.6.11. Reward Hacking -- 6.6.12. Intractability -- 6.6.13. Goal Uncertainty -- 6.6.14. Complementarity -- 6.6.15. Multidimensionality of Problem Space -- 6.7. Discussion -- 6.8. Conclusions -- Notes
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