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If abused it may become isomorphistry\u2014a kind of historical, socially constructed, entrenched, and \u201cnoble\u201d hypocrisy hindering major scientific advances. It is shown that isomorphistry can be motivated by \u201cdenying\u201d the originality of bipolar fuzzy sets and aimed at \u201cjustifying\u201d plagiarism and distortion. Thus, isomorphistry is sophistry on isomorphism. Some (-,+)-bipolar isomorphistry behaviors are critiqued. YinYang vs. YangYin are distinguished. The geometrical and logical basis of equilibrium-based AI&amp;QI computing machinery is introduced as a new computing paradigm with logically definable causality for mind-body unity. A philosophical joke on sophistry is appended.<\/jats:p>","DOI":"10.3233\/jifs-210692","type":"journal-article","created":{"date-parts":[[2021,11,12]],"date-time":"2021-11-12T11:07:05Z","timestamp":1636715225000},"page":"6781-6799","source":"Crossref","is-referenced-by-count":8,"title":["Science vs. Sophistry\u2014A historical debate on bipolar fuzzy sets and equilibrium-based mathematics for AI&amp;QI"],"prefix":"10.1177","volume":"41","author":[{"given":"Wen-Ran","family":"Zhang","sequence":"first","affiliation":[{"name":"Department of Computer Science, Georgia Southern University, Statesboro, GA, USA"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-210692_ref1","doi-asserted-by":"crossref","unstructured":"Zhang W.-R. , YinYang Bipolar Relativity: A Unifying Theory of Nature, Agents and Causality with Applications in Quantum Computing, Cognitive Informatics and Life Sciences, New York: IGI Global, 2011.","DOI":"10.4018\/978-1-60960-525-4"},{"key":"10.3233\/JIFS-210692_ref2","unstructured":"Zhang W.-R. , Bipolar fuzzy sets and relations: A computational framework for cognitive modeling and multiagent decision analysis, in Proc. 1st Int. 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