{"id":"https://openalex.org/W3093961056","doi":"https://doi.org/10.1145/3379337.3415867","title":"SimuLearn","display_name":"SimuLearn","publication_year":2020,"publication_date":"2020-10-16","ids":{"openalex":"https://openalex.org/W3093961056","doi":"https://doi.org/10.1145/3379337.3415867","mag":"3093961056"},"language":"en","primary_location":{"id":"doi:10.1145/3379337.3415867","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3379337.3415867","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3379337.3415867","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd Annual ACM Symposium on User Interface Software and Technology","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3379337.3415867","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089619893","display_name":"Humphrey Yang","orcid":"https://orcid.org/0000-0002-3424-0972"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Humphrey Yang","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040342784","display_name":"Kuanren Qian","orcid":"https://orcid.org/0000-0002-6746-7129"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kuanren Qian","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100674215","display_name":"Haolin Liu","orcid":"https://orcid.org/0009-0009-4962-9217"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haolin Liu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023189951","display_name":"Yuxuan Yu","orcid":"https://orcid.org/0000-0001-9146-2275"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuxuan Yu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh,, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh,, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062660056","display_name":"Jianzhe Gu","orcid":"https://orcid.org/0000-0002-0986-0571"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jianzhe Gu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075417370","display_name":"Matthew McGehee","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew McGehee","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402810","display_name":"Yongjie Zhang","orcid":"https://orcid.org/0000-0001-7436-9757"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yongjie Jessica Zhang","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052051114","display_name":"Lining Yao","orcid":"https://orcid.org/0000-0002-8842-2317"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lining Yao","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5089619893"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":1.4,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.80272743,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12190","display_name":"Innovations in Concrete and Construction Materials","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12190","display_name":"Innovations in Concrete and Construction Materials","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13518","display_name":"Architecture and Computational Design","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2216","display_name":"Architecture"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11737","display_name":"Advanced Materials and Mechanics","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/morphing","display_name":"Morphing","score":0.9025882482528687},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8288077116012573},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.7819159626960754},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6601771116256714},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.46828266978263855},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.4541366696357727},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.22474229335784912},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.0857788622379303}],"concepts":[{"id":"https://openalex.org/C50637493","wikidata":"https://www.wikidata.org/wiki/Q1136781","display_name":"Morphing","level":2,"score":0.9025882482528687},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8288077116012573},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.7819159626960754},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6601771116256714},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.46828266978263855},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4541366696357727},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.22474229335784912},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0857788622379303},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3379337.3415867","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3379337.3415867","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3379337.3415867","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd Annual ACM Symposium on User Interface Software and Technology","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3379337.3415867","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3379337.3415867","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3379337.3415867","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd Annual ACM Symposium on User Interface Software and Technology","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306146","display_name":"Andrew W. Mellon Foundation","ror":"https://ror.org/04jsh2530"},{"id":"https://openalex.org/F4320306185","display_name":"Richard King Mellon Foundation","ror":"https://ror.org/03qevzg44"},{"id":"https://openalex.org/F4320310207","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3093961056.pdf","grobid_xml":"https://content.openalex.org/works/W3093961056.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1989856094","https://openalex.org/W1993309788","https://openalex.org/W2013832277","https://openalex.org/W2018196886","https://openalex.org/W2034106938","https://openalex.org/W2059382954","https://openalex.org/W2076897996","https://openalex.org/W2089858332","https://openalex.org/W2094868720","https://openalex.org/W2148684958","https://openalex.org/W2168018860","https://openalex.org/W2290274158","https://openalex.org/W2433260944","https://openalex.org/W2521108076","https://openalex.org/W2552391307","https://openalex.org/W2581096747","https://openalex.org/W2585262267","https://openalex.org/W2598655613","https://openalex.org/W2610794929","https://openalex.org/W2611783239","https://openalex.org/W2611879367","https://openalex.org/W2736422420","https://openalex.org/W2736651773","https://openalex.org/W2768622779","https://openalex.org/W2770227623","https://openalex.org/W2785071288","https://openalex.org/W2795434834","https://openalex.org/W2795452127","https://openalex.org/W2795511690","https://openalex.org/W2796034263","https://openalex.org/W2804072623","https://openalex.org/W2891122218","https://openalex.org/W2896130488","https://openalex.org/W2896631696","https://openalex.org/W2897378218","https://openalex.org/W2912460004","https://openalex.org/W2921431921","https://openalex.org/W2921884943","https://openalex.org/W2941391945","https://openalex.org/W2941611239","https://openalex.org/W2941984484","https://openalex.org/W2942318203","https://openalex.org/W2953565107","https://openalex.org/W2962867885","https://openalex.org/W2963892986","https://openalex.org/W2968042644","https://openalex.org/W2980386556","https://openalex.org/W3001940056","https://openalex.org/W4233331806","https://openalex.org/W4247582306","https://openalex.org/W4249976801","https://openalex.org/W4254817144"],"related_works":["https://openalex.org/W1679315481","https://openalex.org/W3151495635","https://openalex.org/W4385170164","https://openalex.org/W4236870338","https://openalex.org/W2016917053","https://openalex.org/W2199184806","https://openalex.org/W127837312","https://openalex.org/W2922283411","https://openalex.org/W4384789578","https://openalex.org/W4387421317"],"abstract_inverted_index":{"Morphing":[0],"materials":[1],"allow":[2],"us":[3],"to":[4,54,77,95,103,131],"create":[5,78],"new":[6],"modalities":[7],"of":[8,24,37,141],"interaction":[9],"and":[10,52,74,82,99,108,114],"fabrication":[11],"by":[12,34,111],"leveraging":[13],"the":[14,20,35,105,132,139],"materials?":[15],"dynamic":[16],"behaviors.":[17],"Yet,":[18],"despite":[19],"ongoing":[21],"rapid":[22],"growth":[23],"computational":[25],"tools":[26,47,102],"within":[27],"this":[28,97,119],"realm,":[29],"current":[30],"developments":[31],"are":[32],"bottlenecked":[33],"lack":[36],"an":[38],"effective":[39],"simulation":[40,116],"method.":[41,117],"As":[42],"a":[43,56,66,112,128],"result,":[44],"existing":[45,122],"design":[46,59,101,106],"must":[48],"trade-off":[49],"between":[50],"speed":[51],"accuracy":[53],"support":[55],"real-time":[57,79],"interactive":[58],"scenario.":[60],"In":[61],"response,":[62],"we":[63,124],"introduce":[64],"SimuLearn,":[65],"data-driven":[67],"method":[68,98],"that":[69,136],"combines":[70],"finite":[71],"element":[72],"analysis":[73],"machine":[75],"learning":[76],"(0.61":[80],"seconds)":[81],"truthful":[83],"(97%":[84],"accuracy)":[85],"morphing":[86,142],"material":[87],"simulators.":[88],"We":[89],"use":[90],"mesh-like":[91],"4D":[92],"printed":[93],"structures":[94],"contextualize":[96],"prototype":[100],"exemplify":[104],"workflows":[107],"spaces":[109],"enabled":[110],"fast":[113],"accurate":[115],"Situating":[118],"work":[120],"among":[121],"literature,":[123],"believe":[125],"SimuLearn":[126],"is":[127],"timely":[129],"addition":[130],"HCI":[133],"CAD":[134],"toolbox":[135],"can":[137],"enable":[138],"proliferation":[140],"materials.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2020-10-29T00:00:00"}
