Engineered wisdom for learning machines

References

• Allen, C., Varner, G., & Zinser, J. (2000). Prolegomena to any future artificial moral agent. Journal of Experimental and Theoretical Artificial Intelligence, 12(3), 251–261. https://doi.org/10.1080/09528130050111428
   Web of Science ®Google Scholar
• Annas, J. (2011). Intelligent Virtue. Oxford University Press.
   Google Scholar
• Baltes, P. B., & Staudinger, U. M. (2000). Wisdom: A metaheuristic (pragmatic) to orchestrate mind and virtue toward excellence. American Psychologist, 55(1), 122–136. https://doi.org/10.1037/0003-066X.55.1.122
   PubMed Web of Science ®Google Scholar
• Bojarski, M., Del Testa, D., Dworakowski, D., Firner, B., Flepp, B., Goyal, P., Jackal, L. D., Monfort, M., Muller, U., & Zhang, X. (2016). End to end learning for self-driving cars. arXiv preprint arXiv:1604.07316.
   Google Scholar
• Brown, T. B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., & Agarwal, S. (2020). Language models are few-shot learners. arXiv preprint arXiv:2005.14165.
   Google Scholar
• Callaway, F., Lieder, F., Das, P., Gul, S., Krueger, P. M., & Griffiths, T. (2018). A resource-rational analysis of human planning. In Proceedings of the 40th annual conference of the cognitive science society.
   Google Scholar
• Cappelen, H., Plunkett, D., & Burgess, A. (eds.). (2020). Conceptual engineering and conceptual ethics. Oxford University Press.
   Google Scholar
• Chalmers, D. (2009)The singularity: a philosophical analysis. In Schendier(ed.) Science Fiction and Philosophy: From Time Travel to Super Intelligence (pp. 171–224). Wiley-Blackwell.
   Google Scholar
• Chamberland, M., Mamede, S., St-Onge, C., Setrakian, J., & Schmidt, H. G. (2015). Does medical students’ diagnostic performance improve by observing examples of self-explanation provided by peers or experts? Advances in Health Sciences Education, 20(4), 981–993. https://doi.org/10.1007/s10459-014-9576-7
   PubMed Web of Science ®Google Scholar
• Coope, U. (2012). Why does Aristotle think that Ethical virtue is required for practical wisdom? Phronesis, 57(2), 142–163. https://doi.org/10.1163/156852812X628998
   Google Scholar
• Ensign, D., Friedler, S. A., Neville, S., Scheidegger, C., & Venkatasubramanian, S. (2018). Runaway feedback loops in predictive policing. In Conference on Fairness, Accountability and Transparency (pp. 160–171).
   Google Scholar
• Gillespie, C., & Lovelace, R. (2016). Efficient R programming: A practical guide to smarter programming. O’Reilly Media.
   Google Scholar
• Glück, J., König, S., Naschenweng, K., Redzanowski, U., Dorner-Hörig, L., Straßer, I., & Wiedermann, W. (2013). How to measure wisdom: Content, reliability, and validity of five measures. Frontiers in Psychology, 4(405), 1–13. https://doi.org/10.3389/fpsyg.2013.00405
   PubMedGoogle Scholar
• Glück, J. (2018). Measuring wisdom: Existing approaches, continuing challenges, and new developments. The Journals of Gerontology: Series B, 73(8), 1393–1403. https://doi.org/10.1093/geronb/gbx140
   Google Scholar
• Glück, J. (2020). The important difference between psychologists’ labs and real life: evaluating the validity of models of wisdom. Psychological Inquiry, 31(2), 144–150. https://doi.org/10.1080/1047840X.2020.1750909
   PubMed Web of Science ®Google Scholar
• Goodfellow, I. J., Shlens, J., & Szegedy, C. (2014). Explaining and harnessing adversarial examples. arXiv preprint arXiv:1412.6572.
   Google Scholar
• Goodman, B., & Flaxman, S. (2017). European Union regulations on algorithmic decision-making and a ‘right to explanation’. AI Magazine, 38(3), 50–57. https://doi.org/10.1609/aimag.v38i3.2741
   Web of Science ®Google Scholar
• Grossmann, I., Gerlach, T. M., & Denissen, J. J. (2016). Wise reasoning in the face of everyday life challenges. Social Psychological and Personality Science, 7(7), 611–622. https://doi.org/10.1177/1948550616652206
   Web of Science ®Google Scholar
• Grossmann, I., Weststrate, N. M., Ardelt, M., Brienza, J. P., Dong, M., Ferrari, M., Vervaeke, J., Hu, C. S., Nusbaum, H. C., & Vervaeke, J. (2020). The science of wisdom in a polarized world: Knowns and unknowns. Psychological Inquiry, 31(2), 103–133. https://doi.org/10.1080/1047840X.2020.1750917
   Web of Science ®Google Scholar
• Grossmann, I., Dorfman, A., Oakes, H., Santos, H. C., Vohs, K. D., & Scholer, A. A. (2021). Training for wisdom: The distanced-self-reflection diary method. Psychological Science, 32(3), 381–394. https://doi.org/10.1177/0956797620969170
   PubMed Web of Science ®Google Scholar
• Gu, S., & Rigazio, L. (2014). Towards deep neural network architectures robust to adversarial examples. arXiv preprint arXiv:1412.5068.
   Google Scholar
• Hand, D. J. (2006). Classifier technology and the illusion of progress. Statistical Science, 21(1), 1–14. https://doi.org/10.1214/088342306000000349
   PubMed Web of Science ®Google Scholar
• He, K., Zhang, X., Ren, S., & Sun, J. (2016). Deep residual learning for image recognition. In Proceedings of the IEEE conference on computer vision and pattern recognition (pp. 770–778).
   Google Scholar
• Heaton, J. B., Polson, N. G., & Witte, J. H. (2016). Deep learning in finance. arXiv preprint arXiv:1602.06561.
   Google Scholar
• Ilyas, A., Santurkar, S., Tsipras, D., Engstrom, L., Tran, B., & Madry, A. (2019). Adversarial examples are not bugs, they are features. Advances in Neural Information Processing Systems 32 , 125–136 doi:https://doi.org/10.48550/arXiv.1905.02175.
   Google Scholar
• Kearns, M., & Roth, A. (2019). The ethical algorithm: The science of socially aware algorithm design. Oxford University Press.
   Google Scholar
• Kohli, P., & Chadha, A. (2019). Enabling pedestrian safety using computer vision techniques: A case study of the 2018 Uber Inc. self-driving car crash. In Future of Information and Communication Conference (pp. 261–279).
   Google Scholar
• Kross, E., & Grossmann, I. (2012). Boosting wisdom: Distance from the self enhances wise reasoning, attitudes, and behavior. Journal of Experimental Psychology. General, 141(1), 43–48. https://doi.org/10.1037/a0024158
   PubMed Web of Science ®Google Scholar
• Kunzmann, U., & Gluck, J. (2018). Wisdom and emotion. In R. J. Sternberg & J. Gluck (Eds.), The Cambridge handbook of wisdom., 575-601 Cambridge University Press.
   Google Scholar
• Leary, M. R., Diebels, K. J., Davisson, E. K., Jongman-Sereno, K. P., Isherwood, J. C., Raimi, K. T., Deffler, S. A., & Hoyle, R. H. (2017). Cognitive and interpersonal features of intellectual humility. Personality & Social Psychology Bulletin, 43(6), 793–813. https://doi.org/10.1177/0146167217697695
   PubMed Web of Science ®Google Scholar
• Lieder, F., & Griffiths, T. L. (2017). Strategy selection as rational metareasoning. Psychological Review, 124(6), 762–794. https://doi.org/10.1037/rev0000075
   PubMed Web of Science ®Google Scholar
• Lieder, F., & Griffiths, T. L. (2020). Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources. Behavioral and Brain Sciences, 43, 1–60. https://doi.org/10.1017/S0140525X1900061X
   Web of Science ®Google Scholar
• Manning, C. D., Surdeanu, M., Bauer, J., Finkel, J. R., Bethard, S., & McClosky, D. (2014, June). The Stanford CoreNLP natural language processing toolkit. In Proceedings of 52nd annual meeting of the association for computational linguistics: system demonstrations (pp. 55–60).
   Google Scholar
• McKeever, S., & Ridge, M. (2006). Principled Ethics: Generalism as a regulative ideal. Oxford University Press.
   Google Scholar
• Metawa, N., Hassan, M. K., & Elhoseny, M. (2017). Genetic algorithm based model for optimizing bank lending decisions. Expert Systems with Applications, 80, 75–82. https://doi.org/10.1016/j.eswa.2017.03.021
   Web of Science ®Google Scholar
• Miščević, N. (2012). Wisdom, understanding and knowledge: A virtue-theoretic proposal. Acta Analytica, 27(2), 127–144. https://doi.org/10.1007/s12136-012-0156-2
   Web of Science ®Google Scholar
• Moss, J. (2011). ‘Virtue makes the goal right’: Virtue and phronesis in Aristotle’s Ethics. Phronesis, 56(3), 204–261. https://doi.org/10.1163/156852811X575907
   Google Scholar
• Nass, C., & Moon, Y. (2000). Machines and mindlessness: Social responses to computers. Journal of Social Issues, 56(1), 81–103. https://doi.org/10.1111/0022-4537.00153
   Web of Science ®Google Scholar
• National Transportation Safety Board (2019). Collision Between Vehicle Controlled by Developmental Automated Driving System and Pedestrian, Tempe, Arizona, March 18, 2018. Highway Accident Report NTSB/HAR-19/03.
   Google Scholar
• Olah, C., Mordvintsev, A., & Schubert, L. (2017). Feature visualization. Distill, 2(11), e7. https://doi.org/10.23915/distill.00007
   Google Scholar
• Rudin, C. (2019). Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead. Nature Machine Intelligence, 1(5), 206–215. https://doi.org/10.1038/s42256-019-0048-x
   PubMedGoogle Scholar
• Ryan, S. (2012). Wisdom, Knowledge and Rationality. Acta Analytica, 27(2), 99–112. https://doi.org/10.1007/s12136-012-0160-6
   Web of Science ®Google Scholar
• Samek, W., Montavon, G., Vedaldi, A., Hansen, L. K., & Müller, K. R. (Eds.). (2019). Explainable AI: Interpreting, explaining and visualizing deep learning (Vol. 11700). Springer Nature.
   Google Scholar
• Simonyan, K., & Zisserman, A. (2014). Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556.
   Google Scholar
• Staudinger, U. M., & Glück, J. (2011). Psychological wisdom research: Commonalities and differences in a growing field. Annual Review of Psychology, 62(1), 215–241. https://doi.org/10.1146/annurev.psych.121208.131659
   PubMed Web of Science ®Google Scholar
• Sternberg, R. J. (2020). The missing links: Comments on ‘the science of wisdom in a polarized world’. Psychological Inquiry, 31(2), 153–159. https://doi.org/10.1080/1047840X.2020.1750922
   Web of Science ®Google Scholar
• Stichter, M. (2016). Practical skills and practical wisdom in virtue. Australasian Journal of Philosophy, 94(3), 435–448. https://doi.org/10.1080/00048402.2015.1074257
   Web of Science ®Google Scholar
• Swartwood, J., & Tiberius, V. (2019). Philosophical foundations of wisdom. In R. Sternberg & J. Gluek (Eds.), The Cambridge Handbook of Wisdom (pp. 10–39). Cambridge University Press.
   Google Scholar
• Swartwood, J. (2020). Can we measure practical wisdom? Journal of Moral Education, 49(1), 71–97. https://doi.org/10.1080/03057240.2019.1702933
   Web of Science ®Google Scholar
• Tiberius, V., & Swartwood, J. (2011). Wisdom revisited: A case study in normative theorizing. Philosophical Explorations, 14(3), 277–295. https://doi.org/10.1080/13869795.2011.594961
   Web of Science ®Google Scholar
• Vallor, S. (2016). Technology and the virtues: A philosophical guide to a future worth wanting. Oxford University Press.
   Google Scholar
• Vincent, J. (2016). Twitter taught Microsoft’s AI chatbot to be a racist asshole in less than a day. The Verge, 24 https://www.theverge.com/2016/3/24/11297050/tay-microsoft-chatbot-racist.
   Google Scholar
• Weststrate, N. M., Ferrari, M., & Ardelt, M. (2016). The many faces of wisdom: An investigation of cultural-historical wisdom exemplars reveals practical, philosophical, and benevolent prototypes. Personality & Social Psychology Bulletin, 42(5), 662–676. https://doi.org/10.1177/0146167216638075
   PubMed Web of Science ®Google Scholar
• Williams, B. (1985). Ethics and the Limits of Philosophy. Harvard University Press.
   Google Scholar
• Wolf, S. (1982). Moral saints. Journal of Philosophy, 79(8), 419–439. https://doi.org/10.2307/2026228
   Web of Science ®Google Scholar