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The search for large CDs, defined combinatorially, serves as a benchmark for heuristic-based optimisation algorithms. Since 1996, Fishburn\u2019s alternating scheme produced the largest known CDs for <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$n \\le 15$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>\u2264<\/mml:mo>\n                    <mml:mn>15<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> alternatives until recent discoveries surpassed it for <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$n = 8$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>=<\/mml:mo>\n                    <mml:mn>8<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> and <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$n \\ge 13$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>\u2265<\/mml:mo>\n                    <mml:mn>13<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>. For <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$8&lt; n &lt; 13$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mn>8<\/mml:mn>\n                    <mml:mo>&lt;<\/mml:mo>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>&lt;<\/mml:mo>\n                    <mml:mn>13<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>, exhaustive searches are infeasible, necessitating the design of heuristic methods. We developed a novel algorithm using a specially designed heuristic function and a 5-alternative subset lookup database to obtain new record-size CDs in this critical range. This approach, distinct from existing methods used for <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$n \\le 8$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>\u2264<\/mml:mo>\n                    <mml:mn>8<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>, found new large peak-pit CDs: size 1082 (previously 1069) for <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$n = 10$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>=<\/mml:mo>\n                    <mml:mn>10<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>, and 2349 (previously 2324) for <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$n = 11$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>=<\/mml:mo>\n                    <mml:mn>11<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>, establishing new lower bounds for these cases. Notably, these new CDs hold restrictions of remarkably small size. These findings fill a significant gap in our knowledge of CDs on <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$8&lt; n &lt; 13$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mn>8<\/mml:mn>\n                    <mml:mo>&lt;<\/mml:mo>\n                    <mml:mi>n<\/mml:mi>\n                    <mml:mo>&lt;<\/mml:mo>\n                    <mml:mn>13<\/mml:mn>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> and offer new insights into the structure of large CDs.<\/jats:p>","DOI":"10.1007\/s10288-025-00583-1","type":"journal-article","created":{"date-parts":[[2025,1,24]],"date-time":"2025-01-24T20:18:26Z","timestamp":1737749906000},"page":"193-216","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["An efficient heuristic search algorithm for discovering large Condorcet domains"],"prefix":"10.1007","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-8365-3629","authenticated-orcid":false,"given":"Bei","family":"Zhou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"S\u00f8ren","family":"Riis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,1,24]]},"reference":[{"issue":"4","key":"583_CR1","doi-asserted-by":"publisher","first-page":"603","DOI":"10.1137\/0605057","volume":"5","author":"JM Abello","year":"1984","unstructured":"Abello JM, Johnson CR (1984) How large are transitive simple majority domains? 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