{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T21:36:41Z","timestamp":1768253801157,"version":"3.49.0"},"reference-count":138,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2023,9,11]],"date-time":"2023-09-11T00:00:00Z","timestamp":1694390400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Office of Naval Research"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Entropy"],"abstract":"<jats:p>In this review, our goal is to design and test quantum-like algorithms for Artificial Intelligence (AI) in open systems to structure a human\u2013machine team to be able to reach its maximum performance. Unlike the laboratory, in open systems, teams face complexity, uncertainty and conflict. All task domains have complexity levels\u2014some low, and others high. Complexity in this new domain is affected by the environment and the task, which are both affected by uncertainty and conflict. We contrast individual and interdependence approaches to teams. The traditional and individual approach focuses on building teams and systems by aggregating the best available information for individuals, their thoughts, behaviors and skills. Its concepts are characterized chiefly by one-to-one relations between mind and body, a summation of disembodied individual mental and physical attributes, and degrees of freedom corresponding to the number of members in a team; however, this approach is characterized by the many researchers who have invested in it for almost a century with few results that can be generalized to human\u2013machine interactions; by the replication crisis of today (e.g., the invalid scale for self-esteem); and by its many disembodied concepts. In contrast, our approach is based on the quantum-like nature of interdependence. It allows us theorization about the bistability of mind and body, but it poses a measurement problem and a non-factorable nature. Bistability addresses team structure and performance; the measurement problem solves the replication crisis; and the non-factorable aspect of teams reduces the degrees of freedom and the information derivable from teammates to match findings by the National Academies of Science. We review the science of teams and human\u2013machine team research in the laboratory versus in the open field; justifications for rejecting traditional social science while supporting our approach; a fuller understanding of the complexity of teams and tasks; the mathematics involved; a review of results from our quantum-like model in the open field (e.g., tradeoffs between team structure and performance); and the path forward to advance the science of interdependence and autonomy.<\/jats:p>","DOI":"10.3390\/e25091323","type":"journal-article","created":{"date-parts":[[2023,9,11]],"date-time":"2023-09-11T08:58:08Z","timestamp":1694422688000},"page":"1323","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["A Quantum-like Model of Interdependence for Embodied Human\u2013Machine Teams: Reviewing the Path to Autonomy Facing Complexity and Uncertainty"],"prefix":"10.3390","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3142-6923","authenticated-orcid":false,"given":"William F.","family":"Lawless","sequence":"first","affiliation":[{"name":"Department of Mathematics and Psychology, Paine College, Augusta, GA 30901, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9862-6452","authenticated-orcid":false,"given":"Ira S.","family":"Moskowitz","sequence":"additional","affiliation":[{"name":"Naval Research Laboratory, Information Technology Division, Washington, DC 20375, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8534-2808","authenticated-orcid":false,"given":"Katarina Z.","family":"Doctor","sequence":"additional","affiliation":[{"name":"Naval Research Laboratory, Information Technology Division, Washington, DC 20375, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2023,9,11]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1150796","DOI":"10.3389\/fphy.2023.1150796","article-title":"Editorial. Interdisciplinary Approaches to the Structure and Performance of Interdependent Autonomous Human Machine Teams and Systems","volume":"11","author":"Lawless","year":"2023","journal-title":"Front. Phys."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"E10387","DOI":"10.1073\/pnas.1811964115","article-title":"Collective decision making by rational individuals","volume":"115","author":"Mann","year":"2018","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_3","unstructured":"Lewin, K. (1951). Field Theory in Social Science. Selected Theoretical Papers, Harper and Brothers."},{"key":"ref_4","first-page":"5","article-title":"Editorial (Introduction to the Special Issue), \u201cArtificial intelligence (AI), autonomy and human-machine teams: Interdependence, context and explainable AI","volume":"40","author":"Lawless","year":"2019","journal-title":"AI Mag."},{"key":"ref_5","unstructured":"Neumann, J.V., and Morgenstern, O. (1953). Theory of Games and Economic Behavior (Originally Published in 1944), Princeton University Press."},{"key":"ref_6","unstructured":"Spinoza, B. (1985). The Ethics. The Collected Writings of Spinoza, Princeton University Press."},{"key":"ref_7","unstructured":"Selby-Bigge, L.A., and Nidditch, P.H. (1975). A Treatise of Human Nature, Clarendon Press. [2nd ed.]."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1073\/pnas.36.1.48","article-title":"Equilibrium points in n-person games","volume":"36","author":"Nash","year":"1950","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_9","unstructured":"Amadae, S. (2017). Political Science and Economics, Encyclopaedia Britannica."},{"key":"ref_10","unstructured":"Doctor, K., Task, C., Kejriwal, M., Kejriwal, M., Holder, L., and Leong, R. (2022). Toward Defining a Domain Complexity Measure Across Domains. arXiv."},{"key":"ref_11","unstructured":"Kelley, H.H., Holmes, J.G., Kerr, N., Rusbult, C., and Reis, H. (2003). An Atlas of Interpersonal Situations, Cambridge University Press."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1111\/j.1540-4560.1991.tb00297.x","article-title":"Lewin, situations, and interdependence","volume":"47","author":"Kelley","year":"1991","journal-title":"J. Soc. Issues"},{"key":"ref_13","first-page":"3","article-title":"Major developments in five decades of social psychology","volume":"Volume 1","author":"Gilbert","year":"1998","journal-title":"The Handbook of Social Psychology"},{"key":"ref_14","unstructured":"Cooke, N., and Hilton, M.E. (2015). Enhancing the Effectiveness of Team Science, National Research Council, National Academies Press."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Clark, A. (2010). Supersizing the Mind: Embodiment, Action, and Cognitive Extension, Oxford University Press.","DOI":"10.1007\/s11098-010-9598-9"},{"key":"ref_16","unstructured":"Cooke, N., and Lawless, W. (2021). Engineering Science and Artificial Intelligence, Springer."},{"key":"ref_17","unstructured":"Zalta, E.N. (2021). Embodied Cognition, The Stanford Encyclopedia of Philosophy."},{"key":"ref_18","unstructured":"Zalta, E.N. (2022). Baruch Spinoza, The Stanford Encyclopedia of Philosophy."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Mele, A., and Rawlings, P. (2004). Handbook of Rationality, Oxford University Press.","DOI":"10.1093\/oxfordhb\/9780199752393.001.0001"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Sch\u00f6lkopf, B., Locatello, F., Bauer, S., Ke, N.R., Kalchbrenner, N., Goyal, A., and Bengio, Y. (2021). Towards Causal Representation Learning. arXiv.","DOI":"10.1109\/JPROC.2021.3058954"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Bednar, R., and Peterson, S. (1995). Self-Esteem Paradoxes and Innovations in Clinical Practice, American Psychological Association (APA). [2nd ed.].","DOI":"10.1037\/10174-000"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1038\/scientificamerican0105-84","article-title":"Exploding the self-esteem myth","volume":"292","author":"Baumeister","year":"2005","journal-title":"Sci. Am."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1037\/a0014665","article-title":"Strong Claims and Weak Evidence: Reassessing the Predictive Validity of the IAT","volume":"94","author":"Blanton","year":"2009","journal-title":"J. Appl. Psychol."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"533","DOI":"10.1146\/annurev-psych-071620-030619","article-title":"Prejudice Reduction: Progress and Challenges","volume":"72","author":"Paluck","year":"2021","journal-title":"Annu. Rev. Psychol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1037\/pspi0000226","article-title":"Editorial","volume":"120","author":"Leach","year":"2021","journal-title":"J. Personal. Soc. Psychol. Interpers. Relations Group Process."},{"key":"ref_26","first-page":"943","article-title":"Estimating the reproducibility of psychological science","volume":"349","author":"Nosek","year":"2015","journal-title":"Science"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"990","DOI":"10.1126\/science.add4679","article-title":"Mastering the game of Stratego with model-free multiagent reinforcement learning","volume":"78","author":"Perolat","year":"2022","journal-title":"Science"},{"key":"ref_28","unstructured":"Klein, E. (New York Times, 2023). This Changes Everything, New York Times."},{"key":"ref_29","unstructured":"Zumbrun, J. (Wall Street Journal, 2023). ChatGPT Needs Some Help With Math Assignments. \u2018Large Language Models\u2019 Supply Grammatically Correct Answers but Struggle with Calculations, Wall Street Journal."},{"key":"ref_30","unstructured":"Chomsky, N. (New York Times, 2023). The False Promise of ChatGPT, New York Times."},{"key":"ref_31","first-page":"95","article-title":"Reasoning with Cause and Effect","volume":"23","author":"Pearl","year":"2002","journal-title":"AI Mag."},{"key":"ref_32","unstructured":"Pearl, J., and Mackenzie, D. (Wall Street Journal, 2018). AI Can\u2019t Reason Why. The Current Data-Crunching Approach to Machine Learning Misses an Essential Element of Human Intelligence, Wall Street Journal."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Lawless, R.W., Mittu, D.S., and Russell, S. (2017). Autonomy and Artificial Intelligence: A Threat or Savior? Chapter 1. Introduction, Springer.","DOI":"10.1007\/978-3-319-59719-5_1"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1063\/PT.3.4546","article-title":"Does new physics lurk inside living matter?","volume":"73","author":"Davies","year":"2021","journal-title":"Phys. Today"},{"key":"ref_35","unstructured":"Berscheid, E., and Reis, H. (1998). The Handbook of Social Psychology, Lawrence Erlbaum. [4th ed.]."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1038\/s43588-022-00281-6","article-title":"Automated discovery of fundamental variables hidden in experimental data","volume":"2","author":"Chen","year":"2022","journal-title":"Nat. Comput. Sci."},{"key":"ref_37","first-page":"9847630","article-title":"What Is Missing from Contemporary AI?","volume":"2022","author":"Wooldridge","year":"2022","journal-title":"World Intell. Comput."},{"key":"ref_38","unstructured":"Nasaw, D. (Wall Street Journal, 2021). U.S. Offers Payments to Families of Afghans Killed in August Drone Strike. State Department to Support Slain Aid Worker\u2019s Family\u2019s Effort to Relocate to U.S., Pentagon Says, Wall Street Journal."},{"key":"ref_39","unstructured":"Endsley, M. (2021). Colleagues. Human-AI Teaming: State of the Art and Research Needs, National Research Council, National Academies Press."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1308","DOI":"10.3390\/e24091308","article-title":"Interdependent Autonomous Human-Machine Systems: The Complementarity of Fitness, Vulnerability & Evolution","volume":"24","author":"Lawless","year":"2022","journal-title":"Entropy"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Moskowitz, I.S. (2009). The Bloch Sphere for Topologists, Center for High Assurance Computer Systems Information Technology Division Naval Research Laboratory. NRL\/MR\/5540\u201308-9160.","DOI":"10.21236\/ADA488046"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1086\/286465","article-title":"Causality and Complementarity","volume":"4","author":"Bohr","year":"1937","journal-title":"Philos. Sci."},{"key":"ref_43","unstructured":"Leary, L. (1955). Unity of Knowledge, Doubleday."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Pais, A. (1991). Niels Bohr\u2019s Times: In Physics, Philosophy, and Polity, Clarendon Press.","DOI":"10.1093\/oso\/9780198520498.001.0001"},{"key":"ref_45","unstructured":"Weinberg, S. (2018, January 15). The Trouble with Quantum Mechanics. The New York Review of Books. Available online: http:\/\/www.nybooks.com."},{"key":"ref_46","unstructured":"Bacciagaluppi, G., and Freire, O. (2022). Oxford Handbook of the History of Quantum Interpretations, Oxford University Press."},{"key":"ref_47","unstructured":"Tetlock, P.E., and Gardner, D. (2015). Superforecasting: The Art and Science of Prediction, Broadway Books."},{"key":"ref_48","unstructured":"Brohan, A., Brown, N., Carbajal, J., Chebotar, Y., Chen, X., Choromanski, K., Ding, T., Driess, D., Dubey, A., and Finn, C. (2023). RT-2: Vision-Language-Action Models. Transfer Web Knowledge to Robotic Control. arXiv."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Weinberg, S. (2013). Lectures on Quantum Mechanics, Cambridge University Press.","DOI":"10.1017\/CBO9781139236799"},{"key":"ref_50","unstructured":"Cohen, L. (1995). Time-Frequency Analysis, Pearson. Prentice Hall Signal Processing Series."},{"key":"ref_51","unstructured":"Christensen, C., Alton, R., Rising, C., and Waldeck, A. (2011). The Big Idea: The New M-and-A Playbook, Harvard Business Review."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"James, W. (1890). The Principles of Psychology, Dover Publications.","DOI":"10.1037\/10538-000"},{"key":"ref_53","unstructured":"Zalta, E.N. (2019). Copenhagen Interpretation of Quantum Mechanics, The Stanford Encyclopedia of Philosophy."},{"key":"ref_54","unstructured":"Bohr, N. (1998). The Philosophical Writings of Niels Bohr, Ox Bow Press."},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Khrennikov, A. (2019). Get Rid of Nonlocality from Quantum Physics. Entropy, 21.","DOI":"10.3390\/e21080806"},{"key":"ref_56","first-page":"1822","article-title":"Reintroducing the Concept of Complementarity into Psychology","volume":"6","author":"Wang","year":"2015","journal-title":"Front. Phys."},{"key":"ref_57","unstructured":"Wolfram, S. (2023, January 04). What Is ChatGPT Doing\u2026 and Why Does It Work? Writings. Available online: writings.stephenwolfram.com."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Weinberg, S. (1995). The Quantum Theory of Fields. Foundations, Cambridge University Press.","DOI":"10.1017\/CBO9781139644167"},{"key":"ref_59","unstructured":"Morrison, N. (1956). Foundations of the Theory of Probability, Chelsea Publishing Co.. [2nd ed.]."},{"key":"ref_60","unstructured":"Hays, W.L. (1988). Statistics, Holt, Rinehart and Winston, Inc.. [4th ed.]."},{"key":"ref_61","doi-asserted-by":"crossref","unstructured":"Lawless, W.F. (2022). Risk Determination versus Risk Perception: A New Model of Reality for Human-Machine Autonomy. Informatics, 9.","DOI":"10.3390\/informatics9020030"},{"key":"ref_62","unstructured":"Department of Defense (2021). Pentagon Press Secretary John F. Kirby and Air Force Lt. Gen. Sami D. Said Hold a Press Briefing, Department of Defense."},{"key":"ref_63","unstructured":"Susskind, L., and Friedman, A. (2014). Quantum Mechanics: The Theoretical Minimum. What You Need to Know to Start Doing Physics, Basic Books."},{"key":"ref_64","unstructured":"Schultz, D. (1981). A History of Modern Psychology, Academic Press. [3rd ed.]."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1177\/1745691616635601","article-title":"Scientific psychology in the 18th century: A historical rediscovery","volume":"11","author":"Schwarz","year":"2016","journal-title":"Perspect. Psychol. Sci."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.pbiomolbio.2022.05.006","article-title":"A free energy principle for generic quantum systems","volume":"173","author":"Fields","year":"2022","journal-title":"Prog. Biophys. Mol. Biol."},{"key":"ref_67","unstructured":"Bohm, D. (2003). The Essential David Bohm, Routledge."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1063\/PT.3.5225","article-title":"Synthetic dimensions","volume":"76","author":"Hazzard","year":"2023","journal-title":"Phys. Today"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1063\/1.2349743","article-title":"Hurricanes: Tempests in a greenhouse","volume":"59","author":"Emanuel","year":"2006","journal-title":"Phys. Today"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"861633","DOI":"10.3389\/fphy.2022.861633","article-title":"A Cost Metric for Team Efficiency","volume":"10","author":"Moskowitz","year":"2022","journal-title":"Front. Phys."},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Reiche, B.S. (2023). Between interdependence and autonomy: Toward a typology of work design modes in the new world of work. Hum. Resour. Manag. J., early view.","DOI":"10.1111\/1748-8583.12495"},{"key":"ref_72","unstructured":"Cummings, J. (2015). Team Science Successes and Challenges, NSF Workshop Fundamentals of Team Science and the Science of Team Science."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1126\/science.aaz0032","article-title":"The primitive brain of early Homo","volume":"372","author":"Marom","year":"2021","journal-title":"Science"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1126\/science.abm3060","article-title":"Toward collective animal neuroscience","volume":"374","author":"Sliwa","year":"2022","journal-title":"Science"},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1017\/S0305004100013554","article-title":"Discussion of Probability Relations Between Separated Systems","volume":"31","year":"1935","journal-title":"Proc. Camb. Philos. Soc."},{"key":"ref_76","unstructured":"Walden, D., Roedler, G., Forsberg, K., Hamelin, R., and Shortell, T. (2015). Systems Engineering Handbook. A Guide for System Life Cycle Processes and Activities, John Wiley and Sons. [4th ed.]. Vol. INCOSE-TP-2003-002-04."},{"key":"ref_77","unstructured":"Wang, B.H. (2020). Entanglement-Separability Boundary within a Quantum State. arXiv."},{"key":"ref_78","doi-asserted-by":"crossref","unstructured":"Brillouin, L. (1956). Science and Information Theory, Academic Press.","DOI":"10.1063\/1.3059856"},{"key":"ref_79","doi-asserted-by":"crossref","unstructured":"Hohman, Z., and Kuljian, O. (2021). Why People Join Groups, Oxford University Press.","DOI":"10.1093\/acrefore\/9780190236557.013.257"},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1146\/annurev-orgpsych-012218-015106","article-title":"Embracing Complexity: Reviewing the Past Decade of Team Effectiveness Research","volume":"6","author":"Mathieu","year":"2019","journal-title":"Annu. Rev. Organ. Psychol. Organ. Behav."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Smith, A. (1776). An Inquiry into the Nature and Causes of the Wealth of Nations, University of Chicago Press. republished by UC press in 1977.","DOI":"10.1093\/oseo\/instance.00043218"},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1119\/1.2815364","article-title":"The wave-particle duality of light. A demonstration","volume":"76","author":"Dimitrova","year":"2008","journal-title":"Am. J. Phys."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"920","DOI":"10.1038\/35104092","article-title":"Visual illusions and neurobiology","volume":"2","author":"Eagleman","year":"2001","journal-title":"Nat. Rev. Neurosci."},{"key":"ref_84","unstructured":"Daniller, A. (2021). Majorities of Americans See at Least Some Discrimination against Black, Hispanic and Asian People in the U.S., Pew Research Center."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1103\/RevModPhys.71.S288","article-title":"Experiment and the foundations of quantum physics","volume":"71","author":"Zeilinger","year":"1999","journal-title":"Rev. Mod. Phys."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1103\/RevModPhys.77.137","article-title":"The Kuramoto model: A simple paradigm for synchronization phenomena","volume":"77","author":"Bonilla","year":"2005","journal-title":"Rev. Mod. Phys."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"1085","DOI":"10.1152\/jn.00224.2022","article-title":"A neurodynamic model of inter-brain coupling in the gamma band","volume":"128","author":"Moreau","year":"2022","journal-title":"J. Neurophysiol."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"1152","DOI":"10.3390\/e15041152","article-title":"Entropy and entropy production: Old misconceptions and new breakthroughs","volume":"15","author":"Martyushev","year":"2013","journal-title":"Entropy"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"581","DOI":"10.1038\/s42256-023-00661-1","article-title":"Towards quantum enhanced adversarial robustness in machine learning","volume":"5","author":"West","year":"2023","journal-title":"Nat. Mach. Intell."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"6086","DOI":"10.1109\/TPAMI.2022.3203157","article-title":"Parameterized Hamiltonian learning with quantum circuit","volume":"45","author":"Shi","year":"2022","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"505","DOI":"10.1038\/s41586-019-1666-5","article-title":"Quantum supremacy using a programmable superconducting processor","volume":"574","author":"Arute","year":"2019","journal-title":"Nature"},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1038\/s43588-021-00084-1","article-title":"The power of quantum neural networks","volume":"1","author":"Abbas","year":"2021","journal-title":"Nat. Comput. Sci."},{"key":"ref_93","first-page":"1965","article-title":"Quantum circuit learning with parameterized Boson sampling","volume":"35","author":"Shi","year":"2021","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"1273","DOI":"10.1038\/s41567-019-0648-8","article-title":"Quantum convolutional neural networks","volume":"15","author":"Cong","year":"2019","journal-title":"Nat. Phys."},{"key":"ref_95","doi-asserted-by":"crossref","unstructured":"Tian, J., Sun, X., Du, Y., Zhao, S., Liu, Q., Zhang, K., Yi, W., Huang, W., Wang, C., and Wu, X. (2023). Recent advances for quantum neural networks in generative learning. IEEE Trans. Pattern Anal. Mach. Intell., preprint.","DOI":"10.1109\/TPAMI.2023.3272029"},{"key":"ref_96","unstructured":"Casado, M. (2023, August 02). AI Has Finally become Transformative. After a Decade\u2019s Worth of Innovation, New Models Can Change the World the Way the Internet Did. 2023. Wall Street Journal. Available online: https:\/\/www.wsj.com\/articles\/ai-has-finally-become-transformative-humans-scale-language-model-6a67e641."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"4335","DOI":"10.1109\/TKDE.2021.3130598","article-title":"Two End-to-End Quantum-inspired Deep Neural Networks for Text Classification","volume":"35","author":"Shi","year":"2023","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"ref_98","unstructured":"Von Neumann, J. (1966). Theory of Self-Reproducing Automata, University of Illinois Press."},{"key":"ref_99","first-page":"23","article-title":"Different Order, Different Results? The Effects of Dimension Order in Factorial Survey Experiments","volume":"32","author":"Hinz","year":"2019","journal-title":"Field Methods"},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1037\/fam0000043","article-title":"Mediation and moderation of divorce effects on children\u2019s behavior problems","volume":"29","author":"Weaver","year":"2015","journal-title":"J. Fam. Psychol."},{"key":"ref_101","unstructured":"Tzu, S. (1994). The Art of War, Basic Books."},{"key":"ref_102","unstructured":"The Editors of Encyclopaedia Britannica (2017). Command Economy, Encyclopedia Britannica."},{"key":"ref_103","unstructured":"Giles, L. (2007). The Art of War by Sun Tzu, Filiquarian. Special Edition Books."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1002\/j.1538-7305.1948.tb01338.x","article-title":"A Mathematical Theory of Communication","volume":"27","author":"Shannon","year":"1948","journal-title":"Bell Syst. Tech. J."},{"key":"ref_105","unstructured":"Carroll, S. (2016). The Big Picture. On the Origins of Life, Meaning, and the Universe Itself, Penguin Random House."},{"key":"ref_106","unstructured":"Wickens, C.D. (1992). Engineering Psychology and Human Performance, Merrill. [2nd ed.]."},{"key":"ref_107","first-page":"1160","article-title":"Human Nature Sinks HIV Prevention Trial","volume":"351","author":"Cohen","year":"2013","journal-title":"Science"},{"key":"ref_108","doi-asserted-by":"crossref","unstructured":"Simon, H. (1989). Bounded Rationality and Organizational Learning, CMU. Technical Report AIP 107.","DOI":"10.21236\/ADA225615"},{"key":"ref_109","first-page":"385","article-title":"The Formulation of Rational Choice","volume":"84","author":"Sen","year":"1994","journal-title":"Am. Econ. Rev."},{"key":"ref_110","unstructured":"U.S. Court (1970). California versus Green 399, 149, U.S. Supreme Court."},{"key":"ref_111","unstructured":"Ginsburg, R. (2011). American Electric Power Co., Inc. Et Al V. Connecticut Et Al, US Supreme Court."},{"key":"ref_112","unstructured":"Crowe, W.J. (1988). Investigation Report. Formal Investigation into the Circumstances Surrounding the Downing of Iran Air Flight 655 on 3 July 1988, Chairman, Joint Chiefs of Staff, Department of Defense."},{"key":"ref_113","unstructured":"Lawless, W. (2001). The Quantum of Social Action and the Function of Emotion in Decision-Making, AAAI. AAAI Technical Report."},{"key":"ref_114","unstructured":"Baker, G. (Wall Street Journal, 2015). Interview of the Former Central Intelligence Agency (CIA) and National Security Administration (NSA) Chief, Wall Street Journal."},{"key":"ref_115","unstructured":"Rubenstein, J. (2023). Putin Re-Stalinizes Russia Seventy Years after the Dictator\u2019s Death, He Casts a Grim Shadow over the Lands He Dominated. Wall Street Journal."},{"key":"ref_116","unstructured":"Bhattacharjee, Y. (New York Times, 2023). The Daring Ruse That Exposed China\u2019s Campaign to Steal American Secrets. How the Downfall of One Intelligence Agent Revealed the Astonishing Depth of Chinese Industrial Espionage, New York Times."},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1109\/5326.827482","article-title":"Virtual knowledge: Bistable reality and the solution of ill-defined problems","volume":"30","author":"Lawless","year":"2000","journal-title":"IEEE Syst. Man Cybern."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1080\/00207233.2014.881165","article-title":"Public consent for the geologic disposal of highly radioactive wastes and spent nuclear fuel","volume":"71","author":"Lawless","year":"2014","journal-title":"Int. J. Environ. Stud."},{"key":"ref_119","unstructured":"Suleiman, Y. (2012). A War of Words. Language and Conflict in the Middle East, Cambridge University Press."},{"key":"ref_120","unstructured":"McConnell, J. (2015). Vision 2015. A Globally Networked and Integrated Intelligence Enterprise, The Director of National Intelligence."},{"key":"ref_121","first-page":"4","article-title":"Delivering Decision Advantage","volume":"26","author":"James","year":"2012","journal-title":"Air Space Power J."},{"key":"ref_122","unstructured":"Hughes, J., Maxwell, J., and Weiss, L. (2020). Reimagine Decision Making to Improve Speed and Quality. Inefficient Decision Making Wastes Time, Money and Productivity. As Leaders Respond to Today\u2019s Paradigm Shift, Companies Can Pursue Four Actions to Adopt and Sustain High-Velocity Decision Making, McKinsey and Company."},{"key":"ref_123","unstructured":"Cohn, P. (2021). Be Decisive to Improve Sports Performance, Peak Performance Sports."},{"key":"ref_124","unstructured":"Rosenthal, F., and Dawood, N.J. (1400). The Muqaddimah. An Introduction to History, Princeton University Press."},{"key":"ref_125","unstructured":"Schwirtz, M., Troianovski, A., Al-Hlou, Y., Froliak, M., Entous, A., and Gibbons-Neff, T. (New York Times, 2022). Putin\u2019s War. A Times Investigation Based on Interviews, Intercepts, Documents and Secret Battle Plans shows How a \u201cWalk in the Park\u201d Became a Catastrophe for Russia, New York Times."},{"key":"ref_126","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1109\/TSMC.1976.5408775","article-title":"Laws of information which govern systems","volume":"6","author":"Conant","year":"1976","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"ref_127","first-page":"233","article-title":"Data analyses in social psychology","volume":"Volume 1","author":"Gilbert","year":"1998","journal-title":"Handbook of Social Psychology"},{"key":"ref_128","unstructured":"Whang, O. (New York Times, 2023). Can Intelligence Be Separated From the Body? Some Researchers Question Whether A.I. Can be Truly Intelligent Without a Body to Interact with and Learn from the Physical World, New York Times."},{"key":"ref_129","unstructured":"Aspect, A., Clauser, J.F., and Zeilinger, A. (2022). Entanglement and the Einstein, Podolsky and Rosen Paradox, The Nobel Committee for Physics."},{"key":"ref_130","unstructured":"Lucas, R. (1995). Monetary Neutrality, Nobel Prize Lecture."},{"key":"ref_131","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1063\/1.3086114","article-title":"The no-cloning theorem","volume":"62","author":"Wooters","year":"2009","journal-title":"Phys. Today"},{"key":"ref_132","doi-asserted-by":"crossref","first-page":"3033","DOI":"10.1038\/s41467-021-23258-x","article-title":"Identifying molecules as biosignatures with assembly theory and mass spectrometry","volume":"12","author":"Marshall","year":"2021","journal-title":"Nat. Commun."},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"2322","DOI":"10.1093\/eurheartj\/ehu222","article-title":"Is our heart a well-designed pump? The heart along animal evolution","volume":"35","author":"Bette","year":"2014","journal-title":"Eur. Heart J."},{"key":"ref_134","unstructured":"Thaler, R. (2022). Richard H. Thaler: Facts, Nobel Prize Committee."},{"key":"ref_135","unstructured":"Mueller, E. (2014). Applications of Quantum Mechanics, Cornell Physics; Cornell University."},{"key":"ref_136","doi-asserted-by":"crossref","first-page":"702","DOI":"10.1086\/521848","article-title":"Complex Contagions and the Weakness of Long Ties","volume":"113","author":"Centola","year":"2007","journal-title":"Am. J. Sociol."},{"key":"ref_137","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.jmp.2016.11.001","article-title":"The entangled nature of interdependence. Bistability, irreproducibility and uncertainty","volume":"78","author":"Lawless","year":"2017","journal-title":"J. Math. Psychol."},{"key":"ref_138","doi-asserted-by":"crossref","first-page":"30","DOI":"10.3389\/fphy.2017.00030","article-title":"The physics of teams: Interdependence, measurable entropy and computational emotion","volume":"5","author":"Lawless","year":"2017","journal-title":"Front. Phys."}],"container-title":["Entropy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1099-4300\/25\/9\/1323\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T20:48:50Z","timestamp":1760129330000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1099-4300\/25\/9\/1323"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,9,11]]},"references-count":138,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2023,9]]}},"alternative-id":["e25091323"],"URL":"https:\/\/doi.org\/10.3390\/e25091323","relation":{},"ISSN":["1099-4300"],"issn-type":[{"value":"1099-4300","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,9,11]]}}}