{"id":"https://openalex.org/W4413319133","doi":"https://doi.org/10.1109/tlt.2025.3600112","title":"Reinforcement Learning-Driven Optimization of Picture Book Paths for Aesthetic Perception Enhancement","display_name":"Reinforcement Learning-Driven Optimization of Picture Book Paths for Aesthetic Perception Enhancement","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413319133","doi":"https://doi.org/10.1109/tlt.2025.3600112"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2025.3600112","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2025.3600112","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"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 Learning Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102862351","display_name":"Ye Zhang","orcid":"https://orcid.org/0009-0002-3396-1978"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Zhang","raw_affiliation_strings":["School of Fine Arts, Northeast Normal University, Changchun, China","School of Information Science and Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0002-3396-1978","affiliations":[{"raw_affiliation_string":"School of Fine Arts, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"School of Information Science and Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010472109","display_name":"Mo Wang","orcid":"https://orcid.org/0000-0003-2245-7610"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mo Wang","raw_affiliation_strings":["School of Fine Arts, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0003-2245-7610","affiliations":[{"raw_affiliation_string":"School of Fine Arts, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jinlong He","orcid":"https://orcid.org/0009-0007-1929-7683"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlong He","raw_affiliation_strings":["School of Information Science and Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0007-1929-7683","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006623562","display_name":"Yupeng Zhou","orcid":"https://orcid.org/0000-0002-9328-1328"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yupeng Zhou","raw_affiliation_strings":["School of Information Science and Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0002-9328-1328","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hongping Wu","orcid":"https://orcid.org/0009-0007-9354-0442"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongping Wu","raw_affiliation_strings":["School of Information Science and Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0007-9354-0442","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhaoyang Sun","orcid":"https://orcid.org/0009-0005-6599-0214"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyang Sun","raw_affiliation_strings":["School of Computer Science and Technology, Jilin University, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0005-6599-0214","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yujie Zhang","orcid":"https://orcid.org/0009-0000-5943-715X"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Zhang","raw_affiliation_strings":["School of Fine Arts, Northeast Normal University, Changchun, China","School of Information Science and Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0000-5943-715X","affiliations":[{"raw_affiliation_string":"School of Fine Arts, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]},{"raw_affiliation_string":"School of Information Science and Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023555343","display_name":"Minghao Yin","orcid":"https://orcid.org/0000-0002-6226-2394"},"institutions":[{"id":"https://openalex.org/I184983240","display_name":"Northeast Normal University","ror":"https://ror.org/02rkvz144","country_code":"CN","type":"education","lineage":["https://openalex.org/I184983240"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghao Yin","raw_affiliation_strings":["School of Information Science and Technology, Northeast Normal University, Changchun, China"],"raw_orcid":"https://orcid.org/0000-0002-6226-2394","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Northeast Normal University, Changchun, China","institution_ids":["https://openalex.org/I184983240"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2966,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.89348411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"18","issue":null,"first_page":"798","last_page":"811"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9883000254631042,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9883000254631042,"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/T14254","display_name":"Digital Media and Visual Art","score":0.9495999813079834,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T12496","display_name":"Color perception and design","score":0.9473000168800354,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7876180410385132},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7634186744689941},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6757198572158813},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.598002016544342},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4497308135032654},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4112376570701599},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1409153938293457},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.07833924889564514}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7876180410385132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7634186744689941},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6757198572158813},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.598002016544342},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4497308135032654},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4112376570701599},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1409153938293457},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.07833924889564514},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2025.3600112","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2025.3600112","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"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 Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2000038538","display_name":null,"funder_award_id":"62407010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2024500830","display_name":null,"funder_award_id":"62106040","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2220967792","display_name":null,"funder_award_id":"2412022QD040","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3272038872","display_name":null,"funder_award_id":"24BMZ101","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund of China"},{"id":"https://openalex.org/G4791374067","display_name":null,"funder_award_id":"2412022QD041","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5327151618","display_name":null,"funder_award_id":"61976050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5376408800","display_name":null,"funder_award_id":"62306149","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5390025492","display_name":null,"funder_award_id":"2023r045","funder_id":"https://openalex.org/F4320335990","funder_display_name":"Startup Foundation for Introducing Talent of Nanjing University of Information Science and Technology"},{"id":"https://openalex.org/G7091560938","display_name":null,"funder_award_id":"62206045","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7157121632","display_name":null,"funder_award_id":"2412022ZD016","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7261288283","display_name":null,"funder_award_id":"2412022ZD018","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null},{"id":"https://openalex.org/F4320335990","display_name":"Startup Foundation for Introducing Talent of Nanjing University of Information Science and Technology","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1611372178","https://openalex.org/W1971681797","https://openalex.org/W2000976551","https://openalex.org/W2122111042","https://openalex.org/W2300094618","https://openalex.org/W2325937025","https://openalex.org/W2337627546","https://openalex.org/W2526732618","https://openalex.org/W2601992491","https://openalex.org/W2602925161","https://openalex.org/W2726499916","https://openalex.org/W2746011824","https://openalex.org/W2775901116","https://openalex.org/W2787933113","https://openalex.org/W2891447705","https://openalex.org/W2901188091","https://openalex.org/W2946504068","https://openalex.org/W2947092077","https://openalex.org/W2956424489","https://openalex.org/W2962764167","https://openalex.org/W2963658727","https://openalex.org/W2998051994","https://openalex.org/W3018522577","https://openalex.org/W3032407425","https://openalex.org/W3041832233","https://openalex.org/W3049571236","https://openalex.org/W3097041292","https://openalex.org/W3130343671","https://openalex.org/W3142358935","https://openalex.org/W3170541102","https://openalex.org/W4226323598","https://openalex.org/W4226418902","https://openalex.org/W4281638598","https://openalex.org/W4287854572","https://openalex.org/W4288083766","https://openalex.org/W4289792746","https://openalex.org/W4312100473","https://openalex.org/W4312215821","https://openalex.org/W4313591689","https://openalex.org/W4328007265","https://openalex.org/W4367189289","https://openalex.org/W4383100518","https://openalex.org/W4383960560","https://openalex.org/W4385212620","https://openalex.org/W4386065622","https://openalex.org/W4386907548","https://openalex.org/W4387771387","https://openalex.org/W4387885709","https://openalex.org/W4388672967","https://openalex.org/W4390691863","https://openalex.org/W4390887461","https://openalex.org/W4392405799","https://openalex.org/W4393145653","https://openalex.org/W4399110520","https://openalex.org/W4402187046","https://openalex.org/W4407098046","https://openalex.org/W4409365373","https://openalex.org/W4412170155"],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W2145821588","https://openalex.org/W2086122291","https://openalex.org/W1987513656"],"abstract_inverted_index":{"Aesthetic":[0],"perception,":[1],"as":[2],"a":[3,106,178],"core":[4],"competence":[5,120],"in":[6,212],"art":[7],"education,":[8],"fosters":[9],"students'":[10,57,187],"cultural":[11],"sensibility,":[12],"emotional":[13],"expression,":[14],"and":[15,29,39,60,169,195,203],"critical":[16],"thinking.":[17],"However,":[18],"existing":[19],"approaches":[20],"to":[21,36,49,63,75,98,130],"cultivating":[22],"aesthetic":[23,58,100,119,173,188],"perception":[24],"often":[25],"lack":[26],"systematic":[27],"guidance":[28],"personalized":[30,93,170],"developmental":[31],"pathways,":[32],"limiting":[33],"their":[34],"capacity":[35],"support":[37],"sustained":[38],"individualized":[40],"growth.":[41],"Two":[42],"central":[43],"challenges":[44],"remain":[45],"unresolved:":[46],"(1)":[47],"how":[48,62],"effectively":[50],"model":[51,90,104],"the":[52,103,114,142,182,207],"dynamic,":[53],"multidimensional":[54],"progression":[55],"of":[56,117,138,144,164,172,184,209],"understanding,":[59],"(2)":[61],"construct":[64],"coherent":[65],"learning":[66,96,133,165,200,211,214],"paths":[67,97],"that":[68,91,112],"guide":[69],"students":[70],"from":[71],"basic":[72],"perceptual":[73],"awareness":[74],"more":[76],"abstract":[77],"artistic":[78],"engagement.":[79],"To":[80],"address":[81],"these":[82],"issues,":[83],"we":[84],"propose":[85],"AesthPatha":[86],"reinforcement":[87,143,210],"learning-based":[88],"recommendation":[89,157],"constructs":[92],"picture":[94],"book":[95],"enhance":[99],"perception.":[101,174],"Specifically,":[102],"introduces":[105],"Markov":[107],"Decision":[108],"Process":[109],"(MDP)":[110],"formulation":[111],"captures":[113],"evolving":[115],"states":[116],"learners'":[118],"across":[121],"multiple":[122],"dimensions.":[123],"An":[124],"Actor\u2013Critic":[125],"algorithm":[126],"is":[127],"then":[128],"employed":[129],"generate":[131],"adaptive":[132,213],"trajectories":[134],"by":[135],"balancing":[136],"exploration":[137],"new":[139,193],"content":[140],"with":[141],"effective":[145],"materials,":[146],"based":[147],"on":[148,177],"ongoing":[149],"learner":[150],"feedback.":[151],"Unlike":[152],"traditional":[153],"static":[154],"or":[155],"rule-based":[156],"methods,":[158],"AesthPath":[159],"supports":[160],"fine-grained,":[161],"feedback-driven":[162],"optimization":[163],"trajectories,":[166],"facilitating":[167],"goal-oriented":[168],"development":[171],"Experimental":[175],"results":[176],"real-world":[179],"dataset":[180],"demonstrate":[181],"effectiveness":[183],"AesthPathin":[185],"enhancing":[186],"understanding.":[189],"This":[190],"study":[191],"offers":[192],"theoretical":[194],"methodological":[196],"insights":[197],"for":[198],"intelligent":[199],"path":[201],"design":[202],"educational":[204],"recommendations,":[205],"highlighting":[206],"potential":[208],"scenarios.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
