{"id":"https://openalex.org/W7115164502","doi":"https://doi.org/10.1109/ictai66417.2025.00084","title":"Collaborative Learning Grouping Under Skill Redundancy-Aware Motivation Evolution","display_name":"Collaborative Learning Grouping Under Skill Redundancy-Aware Motivation Evolution","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W7115164502","doi":"https://doi.org/10.1109/ictai66417.2025.00084"},"language":null,"primary_location":{"id":"doi:10.1109/ictai66417.2025.00084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictai66417.2025.00084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI)","raw_type":"proceedings-article"},"type":"conference-paper","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":null,"display_name":"Yanting Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090971","display_name":"Southeast University","ror":"https://ror.org/00cf0ab87","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210090971"]},{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["BD","CN"],"is_corresponding":false,"raw_author_name":"Yanting Cao","raw_affiliation_strings":["Southeast University-Monash University Joint Graduate School, Southeast University,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southeast University-Monash University Joint Graduate School, Southeast University,Suzhou,China","institution_ids":["https://openalex.org/I4210090971","https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yifeng Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I206777745","display_name":"Nanjing Audit University","ror":"https://ror.org/04zj2bd87","country_code":"CN","type":"education","lineage":["https://openalex.org/I206777745"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifeng Zhou","raw_affiliation_strings":["School of Computer Science, Nanjing Audit University,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Nanjing Audit University,Nanjing,China","institution_ids":["https://openalex.org/I206777745"]}]}],"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":0.68805765,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"575","last_page":"582"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.23970000445842743,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.23970000445842743,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.1973000019788742,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.11219999939203262,"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/backtracking","display_name":"Backtracking","score":0.6330000162124634},{"id":"https://openalex.org/keywords/social-loafing","display_name":"Social loafing","score":0.5131000280380249},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.5011000037193298},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.49399998784065247},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4560999870300293},{"id":"https://openalex.org/keywords/group","display_name":"Group (periodic table)","score":0.4334999918937683},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.40230000019073486},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.3781999945640564}],"concepts":[{"id":"https://openalex.org/C156884757","wikidata":"https://www.wikidata.org/wiki/Q798554","display_name":"Backtracking","level":2,"score":0.6330000162124634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6212000250816345},{"id":"https://openalex.org/C25630884","wikidata":"https://www.wikidata.org/wiki/Q918581","display_name":"Social loafing","level":2,"score":0.5131000280380249},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.5011000037193298},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.49399998784065247},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4560999870300293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4426000118255615},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.4334999918937683},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.40230000019073486},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.3781999945640564},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.3772999942302704},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35749998688697815},{"id":"https://openalex.org/C920782","wikidata":"https://www.wikidata.org/wiki/Q7691652","display_name":"Team learning","level":5,"score":0.33059999346733093},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C2776020993","wikidata":"https://www.wikidata.org/wiki/Q2305340","display_name":"Group work","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C29230964","wikidata":"https://www.wikidata.org/wiki/Q5164376","display_name":"Constraint learning","level":5,"score":0.29409998655319214},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2800999879837036},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.2766999900341034},{"id":"https://openalex.org/C72169020","wikidata":"https://www.wikidata.org/wiki/Q194404","display_name":"Monotonic function","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.25279998779296875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictai66417.2025.00084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictai66417.2025.00084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4752623736858368,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G16544177","display_name":null,"funder_award_id":"61807008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1542803409","https://openalex.org/W1544328127","https://openalex.org/W2013996419","https://openalex.org/W2080192364","https://openalex.org/W2583316528","https://openalex.org/W2594926857","https://openalex.org/W2791148821","https://openalex.org/W2962892713","https://openalex.org/W2972915009","https://openalex.org/W3003033660","https://openalex.org/W3038202225","https://openalex.org/W3072274955","https://openalex.org/W3174158698","https://openalex.org/W3183437656","https://openalex.org/W4210521040","https://openalex.org/W4280551236","https://openalex.org/W4285269092","https://openalex.org/W4288274101","https://openalex.org/W4392229683"],"related_works":[],"abstract_inverted_index":{"In":[0],"project-oriented":[1],"collaborative":[2,50],"learning":[3],"scenarios,":[4],"learners":[5,25,70,159],"are":[6],"expected":[7],"to":[8,42,46,120,128],"work":[9],"with":[10,91,118,137],"heterogeneous":[11],"group":[12,37],"members":[13],"and":[14,56,113,139,189,196],"make":[15],"contributions":[16,35],"based":[17,164],"on":[18,36,81,165,172],"their":[19,33,39,78],"individual":[20],"skill":[21,110],"sets.":[22],"However,":[23],"when":[24],"have":[26],"low":[27],"expectations":[28],"about":[29],"the":[30,60,72,86,109,131,179],"impact":[31],"of":[32,69,74,115],"skill-based":[34],"outcomes,":[38],"motivation":[40,66],"tends":[41],"decrease,":[43],"which":[44,158],"contributes":[45],"common":[47],"issues":[48],"in":[49,157,198],"groups,":[51],"such":[52],"as":[53],"social":[54],"loafing":[55],"freeriding.":[57],"To":[58],"solve":[59],"problem,":[61],"this":[62,82],"paper":[63],"introduces":[64],"a":[65,103,125,154,173,191],"evolution":[67],"model":[68],"considering":[71],"redundancy":[73],"learners'":[75],"skills":[76],"within":[77],"groups.":[79],"Based":[80],"model,":[83],"we":[84,123,151],"define":[85],"Collaborative":[87],"Learning":[88],"Grouping":[89],"Problem":[90],"Skill":[92],"Redundancy-Aware":[93],"Motivation":[94],"Evolution":[95],"(CLGP-SR),":[96],"an":[97],"NPhard":[98],"combinatorial":[99],"problem":[100],"characterised":[101],"by":[102],"highly":[104],"structured":[105],"search":[106],"space.":[107],"Given":[108],"coverage":[111],"constraints":[112],"monotonicity":[114],"marginal":[116],"utility":[117],"respect":[119],"learner":[121,175],"assignments,":[122],"propose":[124],"backtracking":[126],"algorithm":[127,156],"exhaustively":[129],"explore":[130],"solution":[132],"space":[133],"for":[134,186],"small-scale":[135],"instances":[136,145],"constraint-based":[138],"bounding-based":[140],"pruning":[141],"strategies.":[142],"For":[143],"large-scale":[144,199],"where":[146],"exact":[147],"methods":[148,181],"become":[149],"intractable,":[150],"further":[152],"design":[153],"heuristic":[155],"iteratively":[160],"select":[161],"suitable":[162],"groups":[163],"overlap":[166],"penalty":[167],"fitness":[168],"scores.":[169],"Experimental":[170],"results":[171],"real-world":[174],"dataset":[176],"demonstrate":[177],"that":[178],"proposed":[180],"efficiently":[182],"find":[183],"optimal":[184],"solutions":[185],"smallscale":[187],"scenarios":[188],"achieve":[190],"trade-off":[192],"between":[193],"grouping":[194],"quality":[195],"runtime":[197],"scenarios.":[200]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-15T00:00:00"}