{"id":"https://openalex.org/W7128811514","doi":"https://doi.org/10.1145/3770761.3777156","title":"Characterizing the Relationship Between Generative AI, Student Behavior, and Learning Outcomes in Upper-Level CS Education: A Case Study in an Undergraduate Machine Learning Course","display_name":"Characterizing the Relationship Between Generative AI, Student Behavior, and Learning Outcomes in Upper-Level CS Education: A Case Study in an Undergraduate Machine Learning Course","publication_year":2026,"publication_date":"2026-02-13","ids":{"openalex":"https://openalex.org/W7128811514","doi":"https://doi.org/10.1145/3770761.3777156"},"language":null,"primary_location":{"id":"doi:10.1145/3770761.3777156","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777156","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3770761.3777156","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105341301","display_name":"A. Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Anha Khan","raw_affiliation_strings":["Computer Science, Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094166395","display_name":"Romina Mahinpei","orcid":"https://orcid.org/0000-0002-7500-5928"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Romina Mahinpei","raw_affiliation_strings":["Computer Science, Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002018688","display_name":"Maryam Hedayati","orcid":"https://orcid.org/0000-0002-0874-5918"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maryam Hedayati","raw_affiliation_strings":["Computer Science, Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125903555","display_name":"Victoria Dean","orcid":null},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Victoria Dean","raw_affiliation_strings":["Computer Science, Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030205315","display_name":"Ruth Fong","orcid":"https://orcid.org/0000-0001-8831-6402"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruth Fong","raw_affiliation_strings":["Computer Science, Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science, Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5105341301"],"corresponding_institution_ids":["https://openalex.org/I20089843"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82324899,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1673","last_page":"1674"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.7322999835014343,"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"}},"topics":[{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.7322999835014343,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.04399999976158142,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.0215000007301569,"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/generative-grammar","display_name":"Generative grammar","score":0.6833999752998352},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5027999877929688},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4230000078678131},{"id":"https://openalex.org/keywords/conceptual-model","display_name":"Conceptual model","score":0.3806000053882599},{"id":"https://openalex.org/keywords/course","display_name":"Course (navigation)","score":0.3626999855041504},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.35359999537467957},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.3474000096321106}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6833999752998352},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5745999813079834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5712000131607056},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5027999877929688},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.43230000138282776},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4230000078678131},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.3806000053882599},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36550000309944153},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.3626999855041504},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.3474000096321106},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.28839999437332153},{"id":"https://openalex.org/C48164120","wikidata":"https://www.wikidata.org/wiki/Q4491893","display_name":"Concept learning","level":2,"score":0.28600001335144043},{"id":"https://openalex.org/C2909807104","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Computer-Assisted Instruction","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26930001378059387},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2628999948501587},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3770761.3777156","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777156","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3770761.3777156","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777156","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8650861382484436,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W4390490804","https://openalex.org/W4407761308","https://openalex.org/W4408252484"],"related_works":[],"abstract_inverted_index":{"As":[0],"generative":[1],"artificial":[2],"intelligence":[3],"(genAI)":[4],"tools":[5],"become":[6],"embedded":[7],"in":[8,48,75,138],"computing":[9],"education":[10,123],"workflows,":[11],"it":[12],"is":[13],"essential":[14],"to":[15,22,67,93,115],"understand":[16],"how":[17,70,89],"students":[18,38,71],"use":[19,34],"such":[20],"systems":[21],"learn":[23],"beyond":[24],"introductory":[25],"programming.":[26],"This":[27,112],"work":[28,120],"investigates":[29],"the":[30,33,116,128],"relationship":[31,134],"between":[32],"of":[35,43,83,119,127],"genAI":[36,74,90],"by":[37,124],"and":[39,45,87,97,108],"their":[40],"conceptual":[41,95,136],"understanding":[42,96],"mathematical":[44],"algorithmic":[46],"principles":[47],"an":[49,76,81,139],"undergraduate":[50],"machine":[51],"learning":[52,98,137],"course":[53,79],"with":[54,73,107,135],"134":[55],"students.":[56],"We":[57],"deploy":[58],"a":[59,101],"course-specific,":[60],"custom-interfaced":[61],"large":[62],"language":[63],"model":[64],"(LLM),":[65],"CubBot,":[66],"examine":[68],"(1)":[69],"interact":[72],"upper-level":[77,140],"CS":[78,141],"via":[80,100],"analysis":[82],"anonymized":[84],"chat":[85],"logs":[86],"(2)":[88],"usage":[91],"relates":[92],"students'":[94],"outcomes":[99],"randomized,":[102],"controlled":[103],"assessment":[104],"comparing":[105],"performance":[106],"without":[109],"CubBot":[110],"access.":[111],"research":[113],"contributes":[114],"growing":[117],"body":[118],"on":[121],"genAI-supported":[122],"providing":[125],"one":[126],"first":[129],"empirical":[130],"investigations":[131],"into":[132],"genAI's":[133],"course.":[142]},"counts_by_year":[],"updated_date":"2026-02-23T20:09:44.859080","created_date":"2026-02-14T00:00:00"}
