{"id":"https://openalex.org/W7162578689","doi":"https://doi.org/10.48550/arxiv.2605.26451","title":"Design First, Code Later: Aesthetically Pleasing Template-Free Slides Generation","display_name":"Design First, Code Later: Aesthetically Pleasing Template-Free Slides Generation","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7162578689","doi":"https://doi.org/10.48550/arxiv.2605.26451"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.26451","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.26451","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.26451","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5127918206","display_name":"Zhiyao Cui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cui, Zhiyao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137184597","display_name":"Chenxu Wang","orcid":"https://orcid.org/0000-0002-9266-7333"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Chenxu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137139341","display_name":"Shuyue Hu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hu, Shuyue","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137122937","display_name":"Yiqun Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Yiqun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137186439","display_name":"Wenqi Shao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shao, Wenqi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136549239","display_name":"Qiaosheng Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Qiaosheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137150533","display_name":"Zhen Wang","orcid":"https://orcid.org/0009-0005-5376-8325"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Zhen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10789","display_name":"Interactive and Immersive Displays","score":0.4487000107765198,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10789","display_name":"Interactive and Immersive Displays","score":0.4487000107765198,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.15219999849796295,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.10040000081062317,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/executable","display_name":"Executable","score":0.6640999913215637},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.44690001010894775},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41909998655319214},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.3752000033855438},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.3702000081539154},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3643999993801117},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.3555999994277954},{"id":"https://openalex.org/keywords/template","display_name":"Template","score":0.3555999994277954},{"id":"https://openalex.org/keywords/design-process","display_name":"Design process","score":0.3357999920845032}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8086000084877014},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.6640999913215637},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.44690001010894775},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41909998655319214},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37860000133514404},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3785000145435333},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.3752000033855438},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.3702000081539154},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3643999993801117},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.3555999994277954},{"id":"https://openalex.org/C82714645","wikidata":"https://www.wikidata.org/wiki/Q438331","display_name":"Template","level":2,"score":0.3555999994277954},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.35089999437332153},{"id":"https://openalex.org/C48262172","wikidata":"https://www.wikidata.org/wiki/Q16908765","display_name":"Design process","level":3,"score":0.3357999920845032},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.32519999146461487},{"id":"https://openalex.org/C22367795","wikidata":"https://www.wikidata.org/wiki/Q7625208","display_name":"Structured prediction","level":2,"score":0.3174000084400177},{"id":"https://openalex.org/C51929080","wikidata":"https://www.wikidata.org/wiki/Q2425187","display_name":"Codebase","level":3,"score":0.3140999972820282},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C133162039","wikidata":"https://www.wikidata.org/wiki/Q1061077","display_name":"Code generation","level":3,"score":0.3052999973297119},{"id":"https://openalex.org/C205606062","wikidata":"https://www.wikidata.org/wiki/Q5249645","display_name":"Decoupling (probability)","level":2,"score":0.3010999858379364},{"id":"https://openalex.org/C14501506","wikidata":"https://www.wikidata.org/wiki/Q5253831","display_name":"Design pattern","level":2,"score":0.29190000891685486},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.2896000146865845},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C2777466363","wikidata":"https://www.wikidata.org/wiki/Q17008971","display_name":"Design tool","level":2,"score":0.2777999937534332},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C138852830","wikidata":"https://www.wikidata.org/wiki/Q2292993","display_name":"Design methods","level":2,"score":0.2567000091075897},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.26451","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.26451","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.26451","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.26451","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Producing":[0],"presentation":[1],"slides":[2,71,100],"automatically":[3],"entails":[4],"coordinating":[5],"narrative":[6],"structure":[7],"with":[8],"page-level":[9],"graphic":[10],"design":[11,23,59,79,89,121],"under":[12],"strict":[13],"spatial":[14],"constraints.":[15],"For":[16],"such":[17],"structured":[18],"multimodal":[19],"tasks,":[20],"a":[21,69,95,106,114],"well-organized":[22],"process":[24],"is":[25],"essential":[26,57],"to":[27],"ensure":[28],"the":[29,48,56],"final":[30],"quality":[31],"of":[32,52,116],"slides.":[33],"Existing":[34],"approaches":[35],"rely":[36],"on":[37,134],"fixed":[38],"templates":[39],"or":[40,85],"directly":[41],"emit":[42],"executable":[43],"code,":[44],"thereby":[45],"both":[46],"limiting":[47],"creative":[49],"layout-design":[50],"capabilities":[51],"LLMs":[53],"and":[54,103,112,122,137,147],"bypassing":[55],"slide-page":[58,88],"step.":[60],"To":[61],"address":[62],"these":[63],"limitations,":[64],"this":[65],"paper":[66],"(1)":[67],"proposes":[68],"hierarchical":[70],"generation":[72,101],"workflow,":[73],"DeepSlides,":[74],"that":[75,127],"systematically":[76],"organizes":[77],"slide":[78,120],"tasks":[80],"without":[81],"any":[82],"predefined":[83],"template":[84],"style,":[86],"decoupling":[87],"from":[90],"implementation;":[91],"(2)":[92],"introduces":[93],"SlideDesign,":[94],"dataset":[96,146],"tailored":[97],"specifically":[98],"for":[99,119],"tasks;":[102],"(3)":[104],"presents":[105],"multi-agent":[107],"reinforcement":[108],"learning":[109],"training":[110],"paradigm":[111],"trains":[113],"couple":[115],"models,":[117],"SlideQwens,":[118],"implementation.":[123],"Experimental":[124],"results":[125],"demonstrate":[126],"our":[128],"proposed":[129],"framework":[130],"outperforms":[131],"baseline":[132],"methods":[133],"evaluated":[135],"metrics":[136],"achieves":[138],"superior":[139],"performance":[140],"in":[141],"human":[142],"preference":[143],"evaluations.":[144],"The":[145],"code":[148],"are":[149],"available":[150],"at":[151],"https://github.com/sxswz213/DeepSlides.":[152]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-28T00:00:00"}
