{"id":"https://openalex.org/W4400447170","doi":"https://doi.org/10.1109/access.2024.3425448","title":"A Review of Differentiable Simulators","display_name":"A Review of Differentiable Simulators","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400447170","doi":"https://doi.org/10.1109/access.2024.3425448"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3425448","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3425448","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3425448","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040198313","display_name":"R. Newbury","orcid":"https://orcid.org/0000-0002-5791-6461"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Rhys Newbury","raw_affiliation_strings":["Department of Electrical and Computer System Engineering, Monash University, Clayton, VIC, Australia","College of Engineering and Computer Science, The Australian National University, Canberra, ACT, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5791-6461","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer System Engineering, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"College of Engineering and Computer Science, The Australian National University, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013725582","display_name":"Jack Collins","orcid":"https://orcid.org/0000-0002-5970-1624"},"institutions":[{"id":"https://openalex.org/I4210146410","display_name":"Science Oxford","ror":"https://ror.org/04j8yhy50","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210146410"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jack Collins","raw_affiliation_strings":["Applied AI Lab, Oxford Robotics Institute, University of Oxford, Oxford, U.K"],"raw_orcid":"https://orcid.org/0000-0002-5970-1624","affiliations":[{"raw_affiliation_string":"Applied AI Lab, Oxford Robotics Institute, University of Oxford, Oxford, U.K","institution_ids":["https://openalex.org/I4210146410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052908334","display_name":"Kerry He","orcid":"https://orcid.org/0000-0003-4052-969X"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kerry He","raw_affiliation_strings":["Department of Electrical and Computer System Engineering, Monash University, Clayton, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4052-969X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer System Engineering, Monash University, Clayton, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057865262","display_name":"Jiahe Pan","orcid":"https://orcid.org/0000-0003-2272-0925"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiahe Pan","raw_affiliation_strings":["Faculty of Engineering and Information Technology, The University of Melbourne, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2272-0925","affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Information Technology, The University of Melbourne, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027013897","display_name":"Ingmar Posner","orcid":"https://orcid.org/0000-0001-6270-700X"},"institutions":[{"id":"https://openalex.org/I4210146410","display_name":"Science Oxford","ror":"https://ror.org/04j8yhy50","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210146410"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ingmar Posner","raw_affiliation_strings":["Applied AI Lab, Oxford Robotics Institute, University of Oxford, Oxford, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied AI Lab, Oxford Robotics Institute, University of Oxford, Oxford, U.K","institution_ids":["https://openalex.org/I4210146410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068183098","display_name":"David Howard","orcid":"https://orcid.org/0000-0002-5012-7224"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Howard","raw_affiliation_strings":["CSIRO, Brisbane, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5012-7224","affiliations":[{"raw_affiliation_string":"CSIRO, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028574557","display_name":"Akansel Cosgun","orcid":"https://orcid.org/0000-0003-4203-6477"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Akansel Cosgun","raw_affiliation_strings":["School of Information Technology, Deakin University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4203-6477","affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5040198313"],"corresponding_institution_ids":["https://openalex.org/I118347636","https://openalex.org/I56590836"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":10.1417,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.98409355,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"97581","last_page":"97604"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differentiable-function","display_name":"Differentiable function","score":0.9285616874694824},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6614149808883667},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4549604654312134},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4322056770324707},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4147435128688812},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4121638834476471},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3303878903388977},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.15067058801651},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12570539116859436},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11871850490570068}],"concepts":[{"id":"https://openalex.org/C202615002","wikidata":"https://www.wikidata.org/wiki/Q783507","display_name":"Differentiable function","level":2,"score":0.9285616874694824},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6614149808883667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4549604654312134},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4322056770324707},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4147435128688812},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4121638834476471},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3303878903388977},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.15067058801651},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12570539116859436},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11871850490570068},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2024.3425448","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3425448","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:822ff717b84e4d668436f6fb2dc31861","is_oa":true,"landing_page_url":"https://doaj.org/article/822ff717b84e4d668436f6fb2dc31861","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 97581-97604 (2024)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/26796100","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/A_Review_of_Differentiable_Simulators/26796100","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:a282c7a5-39fb-44c5-9916-6dc87523fe38","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"http://purl.org/coar/resource_type/c_dcae04bc"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3425448","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3425448","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3105706333","display_name":null,"funder_award_id":"EP/V000748/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":136,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W80530918","https://openalex.org/W593927428","https://openalex.org/W616225202","https://openalex.org/W618254468","https://openalex.org/W2024243735","https://openalex.org/W2114452485","https://openalex.org/W2124627526","https://openalex.org/W2132836675","https://openalex.org/W2138537392","https://openalex.org/W2156410578","https://openalex.org/W2158782408","https://openalex.org/W2162410491","https://openalex.org/W2216523920","https://openalex.org/W2235036220","https://openalex.org/W2325850497","https://openalex.org/W2478429860","https://openalex.org/W2523246573","https://openalex.org/W2530006557","https://openalex.org/W2556096037","https://openalex.org/W2736601468","https://openalex.org/W2769733039","https://openalex.org/W2793955514","https://openalex.org/W2798405286","https://openalex.org/W2800462299","https://openalex.org/W2810873357","https://openalex.org/W2891122218","https://openalex.org/W2891326594","https://openalex.org/W2910744956","https://openalex.org/W2946544065","https://openalex.org/W2962727772","https://openalex.org/W2963912340","https://openalex.org/W2967246123","https://openalex.org/W2968042644","https://openalex.org/W2977371611","https://openalex.org/W2981030070","https://openalex.org/W3035431334","https://openalex.org/W3037265641","https://openalex.org/W3038535217","https://openalex.org/W3109952375","https://openalex.org/W3111487461","https://openalex.org/W3135508935","https://openalex.org/W3140906301","https://openalex.org/W3150631816","https://openalex.org/W3168575721","https://openalex.org/W3174011998","https://openalex.org/W3174073039","https://openalex.org/W3175955419","https://openalex.org/W3185441269","https://openalex.org/W3194488868","https://openalex.org/W3200565286","https://openalex.org/W3207175065","https://openalex.org/W3209892694","https://openalex.org/W3214811308","https://openalex.org/W3216834690","https://openalex.org/W4213447533","https://openalex.org/W4221140959","https://openalex.org/W4283379654","https://openalex.org/W4283731125","https://openalex.org/W4285019534","https://openalex.org/W4285047689","https://openalex.org/W4288349568","https://openalex.org/W4295537329","https://openalex.org/W4296955893","https://openalex.org/W4309790058","https://openalex.org/W4311414408","https://openalex.org/W4312273094","https://openalex.org/W4312332873","https://openalex.org/W4312476766","https://openalex.org/W4312517483","https://openalex.org/W4312870994","https://openalex.org/W4312891659","https://openalex.org/W4312915483","https://openalex.org/W4313152204","https://openalex.org/W4327522269","https://openalex.org/W4362653121","https://openalex.org/W4365601057","https://openalex.org/W4367016688","https://openalex.org/W4367047458","https://openalex.org/W4383066094","https://openalex.org/W4383097671","https://openalex.org/W4383108212","https://openalex.org/W4383108955","https://openalex.org/W4385430519","https://openalex.org/W4386057729","https://openalex.org/W4386137125","https://openalex.org/W4389666465","https://openalex.org/W4391827377","https://openalex.org/W4393027685","https://openalex.org/W4401041654","https://openalex.org/W6638545294","https://openalex.org/W6638908295","https://openalex.org/W6727249380","https://openalex.org/W6729508183","https://openalex.org/W6730420370","https://openalex.org/W6734122017","https://openalex.org/W6751955834","https://openalex.org/W6752089545","https://openalex.org/W6752737978","https://openalex.org/W6753232852","https://openalex.org/W6762653276","https://openalex.org/W6763108371","https://openalex.org/W6767077755","https://openalex.org/W6768983212","https://openalex.org/W6769017845","https://openalex.org/W6771619427","https://openalex.org/W6779443327","https://openalex.org/W6780379829","https://openalex.org/W6780559895","https://openalex.org/W6786062066","https://openalex.org/W6789377880","https://openalex.org/W6790030675","https://openalex.org/W6792730884","https://openalex.org/W6793304456","https://openalex.org/W6796493615","https://openalex.org/W6797154179","https://openalex.org/W6798099128","https://openalex.org/W6801524367","https://openalex.org/W6803673840","https://openalex.org/W6809737249","https://openalex.org/W6809907836","https://openalex.org/W6810650085","https://openalex.org/W6810701062","https://openalex.org/W6811126610","https://openalex.org/W6811502339","https://openalex.org/W6838559087","https://openalex.org/W6839435213","https://openalex.org/W6840471169","https://openalex.org/W6840577749","https://openalex.org/W6845772284","https://openalex.org/W6850592257","https://openalex.org/W6850804392","https://openalex.org/W6851425076","https://openalex.org/W6851641491","https://openalex.org/W6851764345","https://openalex.org/W6863104268"],"related_works":["https://openalex.org/W4285277090","https://openalex.org/W4327738859","https://openalex.org/W2348722996","https://openalex.org/W2334570605","https://openalex.org/W3181683615","https://openalex.org/W4286826125","https://openalex.org/W1633485514","https://openalex.org/W1604739066","https://openalex.org/W2115878407","https://openalex.org/W1980454230"],"abstract_inverted_index":{"Differentiable":[0],"simulators":[1,37,95,112],"continue":[2],"to":[3,28,38,57,145,155],"push":[4],"the":[5,8,26,69,79,88,136,179],"state":[6],"of":[7,13,31,53,68,78,82,93,109,127,135],"art":[9],"across":[10,117],"a":[11,51,104,132,148],"range":[12],"domains":[14],"including":[15],"computational":[16,64],"physics,":[17],"robotics,":[18],"and":[19,66,90,107,123,152,157],"machine":[20],"learning.":[21],"Their":[22],"main":[23],"value":[24],"is":[25,101],"ability":[27],"compute":[29],"gradients":[30,70],"physical":[32],"processes,":[33],"which":[34],"allows":[35],"differentiable":[36,83,94,111,128,140,159],"be":[39,58],"readily":[40],"integrated":[41],"into":[42,175],"commonly":[43],"employed":[44],"gradient-based":[45],"optimization":[46],"schemes.":[47],"To":[48],"achieve":[49],"this,":[50],"number":[52],"design":[54,98],"decisions":[55],"need":[56],"considered":[59],"representing":[60],"trade-offs":[61],"in":[62,139],"versatility,":[63],"speed,":[65],"accuracy":[67],"obtained.":[71],"This":[72,100],"paper":[73],"presents":[74],"an":[75],"in-depth":[76],"review":[77,122,134],"evolving":[80],"landscape":[81],"physics":[84,160],"simulators.":[85],"We":[86,164],"introduce":[87],"foundations":[89],"core":[91],"components":[92],"alongside":[96],"common":[97],"choices.":[99],"followed":[102],"by":[103,166],"practical":[105],"guide":[106],"overview":[108],"open-source":[110],"that":[113],"have":[114],"been":[115],"used":[116],"past":[118],"research.":[119,163],"Finally,":[120],"we":[121],"contextualize":[124],"prominent":[125],"applications":[126],"simulation.":[129],"By":[130],"offering":[131],"comprehensive":[133],"current":[137,168],"state-of-the-art":[138],"simulation,":[141],"this":[142],"work":[143],"aims":[144],"serve":[146],"as":[147,170,172],"resource":[149],"for":[150,178],"researchers":[151],"practitioners":[153],"looking":[154],"understand":[156],"integrate":[158],"within":[161],"their":[162],"conclude":[165],"highlighting":[167],"limitations":[169],"well":[171],"providing":[173],"insights":[174],"future":[176],"directions":[177],"field.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":18}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
