{"id":"https://openalex.org/W4416960694","doi":"https://doi.org/10.1109/tse.2025.3637777","title":"AC2Next: A Novel Model That Can Predict the Next Animation API by Fusing the Animation API Context and the UI Animation Task","display_name":"AC2Next: A Novel Model That Can Predict the Next Animation API by Fusing the Animation API Context and the UI Animation Task","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W4416960694","doi":"https://doi.org/10.1109/tse.2025.3637777"},"language":null,"primary_location":{"id":"doi:10.1109/tse.2025.3637777","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tse.2025.3637777","pdf_url":null,"source":{"id":"https://openalex.org/S8351582","display_name":"IEEE Transactions on Software Engineering","issn_l":"0098-5589","issn":["0098-5589","1939-3520","2326-3881"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Software Engineering","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/A5049583918","display_name":"Shanquan Gao","orcid":"https://orcid.org/0000-0001-7522-9852"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanquan Gao","raw_affiliation_strings":["School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"],"raw_orcid":"https://orcid.org/0000-0001-7522-9852","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324203","display_name":"Yihui Wang","orcid":"https://orcid.org/0000-0003-2739-1403"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihui Wang","raw_affiliation_strings":["School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"],"raw_orcid":"https://orcid.org/0000-0003-2739-1403","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liyuan Tan","orcid":"https://orcid.org/0009-0007-5600-5977"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyuan Tan","raw_affiliation_strings":["School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"],"raw_orcid":"https://orcid.org/0009-0007-5600-5977","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014676656","display_name":"Zhenwei Ou","orcid":null},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenwei Ou","raw_affiliation_strings":["School of Information Science and Engineering, Yanshan University, Qinhuangdao, China"],"raw_orcid":"https://orcid.org/0009-0006-2463-4720","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangdao, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xun Li","orcid":"https://orcid.org/0009-0008-8111-1031"},"institutions":[{"id":"https://openalex.org/I121799043","display_name":"Electric Power University","ror":"https://ror.org/01p4b7n26","country_code":"VN","type":"education","lineage":["https://openalex.org/I121799043"]},{"id":"https://openalex.org/I179060312","display_name":"Northeast Electric Power University","ror":"https://ror.org/00zqaxa34","country_code":"CN","type":"education","lineage":["https://openalex.org/I179060312"]}],"countries":["CN","VN"],"is_corresponding":false,"raw_author_name":"Xun Li","raw_affiliation_strings":["School of Computer Science, Northeast Electric Power University, Jilin, China","School of Computer Science, Northeast Electric Power University, JiLin, CHN"],"raw_orcid":"https://orcid.org/0009-0008-8111-1031","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northeast Electric Power University, Jilin, China","institution_ids":["https://openalex.org/I179060312"]},{"raw_affiliation_string":"School of Computer Science, Northeast Electric Power University, JiLin, CHN","institution_ids":["https://openalex.org/I121799043","https://openalex.org/I179060312"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40730553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"52","issue":"1","first_page":"22","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12290","display_name":"Human Motion and Animation","score":0.22869999706745148,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T12290","display_name":"Human Motion and Animation","score":0.22869999706745148,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T11574","display_name":"Artificial Intelligence in Games","score":0.07569999992847443,"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/T10789","display_name":"Interactive and Immersive Displays","score":0.03539999946951866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/animation","display_name":"Animation","score":0.9320999979972839},{"id":"https://openalex.org/keywords/computer-facial-animation","display_name":"Computer facial animation","score":0.6256999969482422},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5763000249862671},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.5555999875068665},{"id":"https://openalex.org/keywords/skeletal-animation","display_name":"Skeletal animation","score":0.5511000156402588},{"id":"https://openalex.org/keywords/computer-animation","display_name":"Computer animation","score":0.5360000133514404},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5063999891281128},{"id":"https://openalex.org/keywords/interactive-skeleton-driven-simulation","display_name":"Interactive skeleton-driven simulation","score":0.43779999017715454}],"concepts":[{"id":"https://openalex.org/C502989409","wikidata":"https://www.wikidata.org/wiki/Q11425","display_name":"Animation","level":2,"score":0.9320999979972839},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8725000023841858},{"id":"https://openalex.org/C138591656","wikidata":"https://www.wikidata.org/wiki/Q5157538","display_name":"Computer facial animation","level":4,"score":0.6256999969482422},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5763000249862671},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.5555999875068665},{"id":"https://openalex.org/C44710944","wikidata":"https://www.wikidata.org/wiki/Q1813564","display_name":"Skeletal animation","level":5,"score":0.5511000156402588},{"id":"https://openalex.org/C69369342","wikidata":"https://www.wikidata.org/wiki/Q1401416","display_name":"Computer animation","level":3,"score":0.5360000133514404},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5063999891281128},{"id":"https://openalex.org/C60851780","wikidata":"https://www.wikidata.org/wiki/Q17056736","display_name":"Interactive skeleton-driven simulation","level":5,"score":0.43779999017715454},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4223000109195709},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.4090999960899353},{"id":"https://openalex.org/C2780139006","wikidata":"https://www.wikidata.org/wiki/Q1493902","display_name":"Key frame","level":3,"score":0.40799999237060547},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39910000562667847},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.35280001163482666},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.34860000014305115},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3325999975204468},{"id":"https://openalex.org/C155650255","wikidata":"https://www.wikidata.org/wiki/Q259326","display_name":"Non-photorealistic rendering","level":5,"score":0.27959999442100525},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.2533999979496002},{"id":"https://openalex.org/C144430266","wikidata":"https://www.wikidata.org/wiki/Q839721","display_name":"Interactivity","level":2,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tse.2025.3637777","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tse.2025.3637777","pdf_url":null,"source":{"id":"https://openalex.org/S8351582","display_name":"IEEE Transactions on Software Engineering","issn_l":"0098-5589","issn":["0098-5589","1939-3520","2326-3881"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Software Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1995875735","https://openalex.org/W2157331557","https://openalex.org/W2293040502","https://openalex.org/W2325116918","https://openalex.org/W2347203898","https://openalex.org/W2406365535","https://openalex.org/W2535751156","https://openalex.org/W2551752964","https://openalex.org/W2754811377","https://openalex.org/W2888017562","https://openalex.org/W2955972181","https://openalex.org/W3035308182","https://openalex.org/W3036505300","https://openalex.org/W3049276000","https://openalex.org/W3091044163","https://openalex.org/W3103836824","https://openalex.org/W3138651963","https://openalex.org/W3162893202","https://openalex.org/W3170599108","https://openalex.org/W3195421019","https://openalex.org/W4206291441","https://openalex.org/W4214612132","https://openalex.org/W4281490773","https://openalex.org/W4284709654","https://openalex.org/W4284989690","https://openalex.org/W4299627282","https://openalex.org/W4313531568","https://openalex.org/W4323064995","https://openalex.org/W4379382445","https://openalex.org/W4384009837","https://openalex.org/W4384155512","https://openalex.org/W4385245566","https://openalex.org/W4385757696","https://openalex.org/W4388671832","https://openalex.org/W4389428649","https://openalex.org/W4391558516","https://openalex.org/W4400681079","https://openalex.org/W4400803523","https://openalex.org/W4407947306","https://openalex.org/W4408868291"],"related_works":[],"abstract_inverted_index":{"The":[0,305],"Android":[1],"platform":[2],"provides":[3],"a":[4,57,219,267],"series":[5],"of":[6,18,59,105,118,259,317,334],"animation":[7,39,61,66,80,86,93,98,119,129,144,167,221,240,246,261,277,292,298,319,328],"APIs,":[8,40,329],"with":[9,252,270],"which":[10],"app":[11,32],"developers":[12,33,126],"can":[13,76,111,311],"improve":[14],"the":[15,22,37,53,64,69,79,84,91,96,102,106,116,143,152,156,165,173,180,190,199,209,216,234,239,244,253,257,260,275,291,296,301,318],"implementation":[16,99],"efficiency":[17],"UI":[19,65,85,166,245,276,297],"animations\u2014specifically,":[20],"reducing":[21],"effort":[23],"and":[24,49,83,88,155,179,243,264,295,326,338],"time":[25],"required":[26],"to":[27,55,170,201,208,237,273,286,290,345],"implement":[28],"them.":[29],"To":[30,212],"assist":[31],"in":[34,124,127,149,314,341],"quickly":[35],"finding":[36],"suitable":[38],"we":[41],"have":[42],"proposed":[43],"two":[44,107,191],"recommendation":[45,223,342],"models":[46],"called":[47],"Animation2API":[48,51],"U-A2A.":[50,346],"has":[52,134,147],"capability":[54],"generate":[56],"list":[58],"available":[60],"APIs":[62],"for":[63,95,142,164],"task":[67,168,299],"using":[68,128],"collaborative":[70],"filtering":[71],"algorithm.":[72],"In":[73],"contrast,":[74],"U-A2A":[75,110,133,187,313],"encode":[77,238,274],"both":[78],"API":[81,94,130,145,222,241,262,293],"context":[82,146,242,263,294],"task,":[87],"then":[89],"predict":[90],"next":[92],"current":[97],"based":[100,232],"on":[101,233],"joint":[103],"encoding":[104],"modalities.":[108],"Since":[109],"provide":[112],"real-time":[113],"recommendations":[114],"throughout":[115],"process":[117],"implementation,":[120],"it":[121,249],"is":[122],"effective":[123],"assisting":[125],"resources.":[131],"Nevertheless,":[132],"three":[135],"key":[136],"limitations.":[137],"First,":[138],"its":[139,160,282],"GRU":[140,251],"encoder":[141,163,230,258],"difficulty":[148],"adequately":[150],"capturing":[151],"long-distance":[153,174],"dependencies":[154,175],"global":[157],"information.":[158],"Second,":[159],"3D":[161],"CNN":[162],"fails":[169],"effectively":[171],"extract":[172],"between":[176],"video":[177],"frames":[178],"spatiotemporal":[181],"features":[182],"at":[183],"different":[184],"scales.":[185],"Third,":[186],"consistently":[188],"treats":[189],"modalities":[192],"equally":[193],"when":[194],"fusing":[195],"their":[196,204],"encodings,":[197],"despite":[198],"need":[200],"adaptively":[202],"adjust":[203],"contribution":[205],"levels":[206],"according":[207],"actual":[210],"situation.":[211],"address":[213],"these":[214],"limitations,":[215],"paper":[217],"introduces":[218],"novel":[220],"model":[224],"named":[225],"AC2Next.":[226],"AC2Next":[227,280,310,330],"adopts":[228],"an":[229,332],"component":[231],"self-attention":[235,254,271],"mechanism":[236,255],"task.":[247,278],"Specifically,":[248],"uses":[250],"as":[256],"applies":[265],"ViViT,":[266],"Transformer":[268],"architecture":[269],"mechanisms,":[272],"Meanwhile,":[279],"utilizes":[281],"adaptive":[283],"weight":[284],"layer":[285],"assign":[287],"appropriate":[288],"weights":[289],"during":[300],"information":[302],"fusion":[303],"process.":[304],"experimental":[306],"results":[307],"show":[308],"that":[309],"outperform":[312],"any":[315],"stage":[316],"implementation.":[320],"When":[321],"considering":[322],"1,":[323],"3,":[324],"5,":[325],"10":[327],"achieves":[331],"improvement":[333],"31.56%,":[335],"10.01%,":[336],"5.57%,":[337],"3.34%":[339],"respectively":[340],"accuracy":[343],"compared":[344]},"counts_by_year":[],"updated_date":"2026-01-14T23:40:02.550235","created_date":"2025-12-03T00:00:00"}
