{"id":"https://openalex.org/W4309158004","doi":"https://doi.org/10.1109/tvcg.2022.3222186","title":"Toward Efficient Deep Learning for Graph Drawing (DL4GD)","display_name":"Toward Efficient Deep Learning for Graph Drawing (DL4GD)","publication_year":2022,"publication_date":"2022-11-15","ids":{"openalex":"https://openalex.org/W4309158004","doi":"https://doi.org/10.1109/tvcg.2022.3222186","pmid":"https://pubmed.ncbi.nlm.nih.gov/36378788"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2022.3222186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2022.3222186","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-03901281","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030816529","display_name":"Loann Giovannangeli","orcid":"https://orcid.org/0000-0002-9395-6495"},"institutions":[{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I4210142254","display_name":"Laboratoire Bordelais de Recherche en Informatique","ror":"https://ror.org/03adqg323","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I15057530","https://openalex.org/I4210142254","https://openalex.org/I4210159245","https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Loann Giovannangeli","raw_affiliation_strings":["CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France"],"affiliations":[{"raw_affiliation_string":"CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590","https://openalex.org/I4210160189","https://openalex.org/I4210142254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021576702","display_name":"Fr\u00e9d\u00e9ric Lalanne","orcid":"https://orcid.org/0000-0001-9108-0955"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210142254","display_name":"Laboratoire Bordelais de Recherche en Informatique","ror":"https://ror.org/03adqg323","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I15057530","https://openalex.org/I4210142254","https://openalex.org/I4210159245","https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Frederic Lalanne","raw_affiliation_strings":["CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France"],"affiliations":[{"raw_affiliation_string":"CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590","https://openalex.org/I4210160189","https://openalex.org/I4210142254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011581508","display_name":"David Auber","orcid":"https://orcid.org/0000-0002-1114-8612"},"institutions":[{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210142254","display_name":"Laboratoire Bordelais de Recherche en Informatique","ror":"https://ror.org/03adqg323","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I15057530","https://openalex.org/I4210142254","https://openalex.org/I4210159245","https://openalex.org/I4210160189"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"David Auber","raw_affiliation_strings":["CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France"],"affiliations":[{"raw_affiliation_string":"CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590","https://openalex.org/I4210160189","https://openalex.org/I4210142254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051172582","display_name":"Romain Giot","orcid":"https://orcid.org/0000-0002-0638-7504"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I4210142254","display_name":"Laboratoire Bordelais de Recherche en Informatique","ror":"https://ror.org/03adqg323","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I15057530","https://openalex.org/I4210142254","https://openalex.org/I4210159245","https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Romain Giot","raw_affiliation_strings":["CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France"],"affiliations":[{"raw_affiliation_string":"CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590","https://openalex.org/I4210160189","https://openalex.org/I4210142254"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073678051","display_name":"Romain Bourqui","orcid":"https://orcid.org/0000-0002-1847-2589"},"institutions":[{"id":"https://openalex.org/I4210142254","display_name":"Laboratoire Bordelais de Recherche en Informatique","ror":"https://ror.org/03adqg323","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I15057530","https://openalex.org/I4210142254","https://openalex.org/I4210159245","https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en informatique et en automatique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Romain Bourqui","raw_affiliation_strings":["CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France"],"affiliations":[{"raw_affiliation_string":"CNRS, Bordeaux INP, INRIA, LaBRI, UMR 5800, University Bordeaux, Talence, France","institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I1294671590","https://openalex.org/I4210160189","https://openalex.org/I4210142254"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030816529"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210142254","https://openalex.org/I4210160189"],"apc_list":null,"apc_paid":null,"fwci":0.7043,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.70659709,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"30","issue":"2","first_page":"1516","last_page":"1532"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9966999888420105,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7553325891494751},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6673650741577148},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5790443420410156},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5608930587768555},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5460280776023865},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5102641582489014},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4840783178806305},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4610409438610077},{"id":"https://openalex.org/keywords/graph-layout","display_name":"Graph Layout","score":0.4498783349990845},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.4265602231025696},{"id":"https://openalex.org/keywords/graph-drawing","display_name":"Graph drawing","score":0.364019513130188}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7553325891494751},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6673650741577148},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5790443420410156},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5608930587768555},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5460280776023865},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5102641582489014},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4840783178806305},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4610409438610077},{"id":"https://openalex.org/C2911174283","wikidata":"https://www.wikidata.org/wiki/Q739462","display_name":"Graph Layout","level":4,"score":0.4498783349990845},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.4265602231025696},{"id":"https://openalex.org/C112953755","wikidata":"https://www.wikidata.org/wiki/Q739462","display_name":"Graph drawing","level":3,"score":0.364019513130188},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tvcg.2022.3222186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2022.3222186","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:36378788","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36378788","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null},{"id":"pmh:oai:HAL:hal-03901281v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03901281","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics, 2022, pp.1-16. &#x27E8;10.1109/TVCG.2022.3222186&#x27E9;","raw_type":"Journal articles"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03901281v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03901281","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics, 2022, pp.1-16. &#x27E8;10.1109/TVCG.2022.3222186&#x27E9;","raw_type":"Journal articles"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309374","display_name":"Ohio State University","ror":"https://ror.org/00rs6vg23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W33507944","https://openalex.org/W1020953626","https://openalex.org/W1488767288","https://openalex.org/W1490584244","https://openalex.org/W1521554751","https://openalex.org/W1522301498","https://openalex.org/W1564330171","https://openalex.org/W1662382123","https://openalex.org/W1888005072","https://openalex.org/W1912392752","https://openalex.org/W2017952530","https://openalex.org/W2049335983","https://openalex.org/W2060205664","https://openalex.org/W2109682749","https://openalex.org/W2116341502","https://openalex.org/W2121564430","https://openalex.org/W2130218153","https://openalex.org/W2154851992","https://openalex.org/W2157479314","https://openalex.org/W2158787690","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2589925071","https://openalex.org/W2732947513","https://openalex.org/W2751731070","https://openalex.org/W2797920702","https://openalex.org/W2937799102","https://openalex.org/W2943605315","https://openalex.org/W2952574282","https://openalex.org/W2962756421","https://openalex.org/W2964015378","https://openalex.org/W2964321699","https://openalex.org/W2969225252","https://openalex.org/W3004423099","https://openalex.org/W3027472289","https://openalex.org/W3098004813","https://openalex.org/W3104097132","https://openalex.org/W3126659272","https://openalex.org/W3173121711","https://openalex.org/W3177093812","https://openalex.org/W3180152445","https://openalex.org/W3183318857","https://openalex.org/W3199723057","https://openalex.org/W4230447738","https://openalex.org/W4241727697","https://openalex.org/W6631190155","https://openalex.org/W6637178625","https://openalex.org/W6684191040","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6739901393","https://openalex.org/W6748529151","https://openalex.org/W6748799445","https://openalex.org/W6754929296","https://openalex.org/W6761096411","https://openalex.org/W6763057493","https://openalex.org/W6799961557","https://openalex.org/W7028615529"],"related_works":["https://openalex.org/W2031908202","https://openalex.org/W2766563406","https://openalex.org/W3160329999","https://openalex.org/W2026729066","https://openalex.org/W2895526338","https://openalex.org/W2003783600","https://openalex.org/W2367461170","https://openalex.org/W1970438502","https://openalex.org/W2010800245","https://openalex.org/W69530840"],"abstract_inverted_index":{"Due":[0],"to":[1,22,27,62,76,82,98,106,132,146,150,164,199],"their":[2],"great":[3],"performance":[4],"in":[5,15],"many":[6,16,161],"challenges,":[7],"Deep":[8,79],"Learning":[9,80],"(DL)":[10],"techniques":[11,65],"keep":[12],"gaining":[13],"popularity":[14],"fields.":[17],"They":[18],"have":[19],"been":[20],"adapted":[21],"process":[23],"graph":[24,34,67,87,93,112],"data":[25],"structures":[26],"solve":[28],"various":[29],"complicated":[30],"tasks":[31],"such":[32],"as":[33,130],"classification":[35],"and":[36,58,88,141,160,210],"edge":[37],"prediction.":[38],"Eventually,":[39],"they":[40],"reached":[41],"the":[42,54,144,156,173,178,188,200,207],"Graph":[43,109],"Drawing":[44],"(GD)":[45],"task.":[46],"This":[47,135],"article":[48],"is":[49,74,115,158],"an":[50,139],"extended":[51],"version":[52],"of":[53,143,177,187,212],"previously":[55],"published":[56],"(DNN)<sup>2</sup>":[57],"presents":[59],"a":[60,78,86,92,119,184],"framework":[61,145],"leverage":[63,99],"DL":[64],"for":[66],"drawing":[68],"(DL4GD).":[69],"We":[70],"demonstrate":[71],"how":[72],"it":[73],"possible":[75],"train":[77],"model":[81],"extract":[83],"features":[84],"from":[85],"project":[89],"them":[90,105],"into":[91],"layout.":[94],"The":[95,111],"method":[96],"proposes":[97,138],"efficient":[100],"Convolutional":[101],"Neural":[102],"Networks,":[103],"adapting":[104],"graphs":[107],"using":[108],"Convolutions.":[110],"layout":[113],"projection":[114],"learned":[116],"by":[117],"optimizing":[118],"cost":[120],"function":[121],"that":[122],"does":[123],"not":[124,169],"require":[125],"any":[126],"ground":[127],"truth":[128],"layout,":[129],"opposed":[131],"prior":[133],"work.":[134],"paper":[136],"also":[137],"implementation":[140,176],"benchmark":[142],"study":[147,194],"its":[148],"sensitivity":[149],"certain":[151],"deep":[152],"learning-related":[153],"conditions.":[154],"As":[155],"field":[157],"novel,":[159],"questions":[162],"remain":[163],"be":[165],"answered,":[166],"we":[167,193,205],"do":[168],"focus":[170],"on":[171],"finding":[172],"most":[174],"optimal":[175],"method,":[179],"but":[180],"rather":[181],"contribute":[182],"toward":[183],"better":[185],"understanding":[186],"approach":[189],"potential.":[190],"More":[191],"precisely,":[192],"different":[195],"learning":[196],"strategies":[197],"relative":[198],"models":[201],"training":[202],"datasets.":[203],"Finally,":[204],"discuss":[206],"main":[208],"advantages":[209],"limitations":[211],"DL4GD.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
