{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,27]],"date-time":"2026-06-27T00:07:37Z","timestamp":1782518857356,"version":"3.54.5"},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,9]]},"abstract":"<jats:p>We propose self-organizing and simplifying neuro-fuzzy networks (NFNs) to yield transparent human-readable policies by exploiting fuzzy information granulation and graph theory. Deriving from social network analysis, we retain only the frequent-yet-discernible (FYD) patterns in NFNs and apply them to reward-based scenarios. The effectiveness of NFNs from FYD patterns is shown in classic control and a real-world classroom using an intelligent tutoring system to teach students.<\/jats:p>","DOI":"10.24963\/ijcai.2025\/505","type":"proceedings-article","created":{"date-parts":[[2025,9,19]],"date-time":"2025-09-19T08:10:40Z","timestamp":1758269440000},"page":"4535-4543","source":"Crossref","is-referenced-by-count":1,"title":["Human-Readable Neuro-Fuzzy Networks from Frequent Yet Discernible Patterns in Reward-Based Environments"],"prefix":"10.24963","author":[{"given":"John Wesley","family":"Hostetter","sequence":"first","affiliation":[{"name":"North Carolina State University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adittya Soukarjya","family":"Saha","sequence":"additional","affiliation":[{"name":"North Carolina State University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Md Mirajul","family":"Islam","sequence":"additional","affiliation":[{"name":"North Carolina State University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tiffany","family":"Barnes","sequence":"additional","affiliation":[{"name":"North Carolina State University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Min","family":"Chi","sequence":"additional","affiliation":[{"name":"North Carolina State University"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"10584","event":{"name":"Thirty-Fourth International Joint Conference on Artificial Intelligence {IJCAI-25}","theme":"Artificial Intelligence","location":"Montreal, Canada","acronym":"IJCAI-2025","number":"34","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"start":{"date-parts":[[2025,8,16]]},"end":{"date-parts":[[2025,8,22]]}},"container-title":["Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2025,9,23]],"date-time":"2025-09-23T11:34:13Z","timestamp":1758627253000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2025\/505"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2025\/505","relation":{},"subject":[],"published":{"date-parts":[[2025,9]]}}}