{"id":"https://openalex.org/W7154497825","doi":"https://doi.org/10.48550/arxiv.2604.13017","title":"PAL: Personal Adaptive Learner","display_name":"PAL: Personal Adaptive Learner","publication_year":2026,"publication_date":"2026-04-14","ids":{"openalex":"https://openalex.org/W7154497825","doi":"https://doi.org/10.48550/arxiv.2604.13017"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.13017","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.13017","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":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.13017","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090727444","display_name":"Megha Chakraborty","orcid":"https://orcid.org/0000-0001-7319-6137"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Chakraborty, Megha","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130088414","display_name":"Darssan L. Eswaramoorthi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eswaramoorthi, Darssan L.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130148694","display_name":"Madhur Thareja","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thareja, Madhur","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129803126","display_name":"Het Riteshkumar Shah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shah, Het Riteshkumar","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129761910","display_name":"Finlay Palmer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Palmer, Finlay","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120436337","display_name":"Aryaman Bahl","orcid":"https://orcid.org/0009-0003-0127-2470"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bahl, Aryaman","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130097580","display_name":"Michelle A Ihetu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ihetu, Michelle A","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133724641","display_name":"Amit Sheth","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sheth, Amit","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5090727444"],"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.3441999852657318,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.3441999852657318,"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/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.08129999786615372,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.07450000196695328,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.839900016784668},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5741999745368958},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.44909998774528503},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.3799000084400177},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.3598000109195709},{"id":"https://openalex.org/keywords/digital-learning","display_name":"Digital learning","score":0.3407000005245209},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.33340001106262207},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.32710000872612}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.839900016784668},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7024999856948853},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5741999745368958},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5414999723434448},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5008000135421753},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.44909998774528503},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.3799000084400177},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.3598000109195709},{"id":"https://openalex.org/C2780468074","wikidata":"https://www.wikidata.org/wiki/Q16628824","display_name":"Digital learning","level":2,"score":0.3407000005245209},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.33340001106262207},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.32710000872612},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C2776716048","wikidata":"https://www.wikidata.org/wiki/Q6045290","display_name":"Interactive Learning","level":2,"score":0.2851000130176544},{"id":"https://openalex.org/C2779344036","wikidata":"https://www.wikidata.org/wiki/Q11320476","display_name":"Digital content","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27239999175071716},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C3019723476","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Electronic learning","level":3,"score":0.2687999904155731},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C2779582901","wikidata":"https://www.wikidata.org/wiki/Q21013010","display_name":"Distributed learning","level":2,"score":0.2547999918460846}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.13017","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.13017","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":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.13017","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.13017","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":"article"},"sustainable_development_goals":[{"score":0.45106589794158936,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"AI-driven":[0],"education":[1],"platforms":[2],"have":[3],"made":[4],"some":[5],"progress":[6],"in":[7,43,143],"personalisation,":[8],"yet":[9],"most":[10],"remain":[11],"constrained":[12],"to":[13,24,26,79,104],"static":[14,133],"adaptation--predefined":[15],"quizzes,":[16],"uniform":[17],"pacing,":[18],"or":[19],"generic":[20],"feedback--limiting":[21],"their":[22,80],"ability":[23],"respond":[25],"learners'":[27],"evolving":[28],"understanding.":[29],"This":[30],"shortfall":[31],"highlights":[32],"the":[33,83,87,105],"need":[34],"for":[35,121],"systems":[36],"that":[37,55,97],"are":[38],"both":[39],"context-aware":[40],"and":[41,69],"adaptive":[42,114],"real":[44],"time.":[45],"We":[46],"introduce":[47],"PAL":[48,63,92,116],"(Personal":[49],"Adaptive":[50],"Learner),":[51],"an":[52],"AI-powered":[53],"platform":[54],"transforms":[56],"lecture":[57,67],"videos":[58],"into":[59],"interactive":[60],"learning":[61],"experiences.":[62],"continuously":[64],"analyzes":[65],"multimodal":[66,110],"content":[68,111],"dynamically":[70],"engages":[71],"learners":[72],"through":[73],"questions":[74],"of":[75,89],"varying":[76],"difficulty,":[77],"adjusting":[78],"responses":[81],"as":[82],"lesson":[84],"unfolds.":[85],"At":[86],"end":[88],"a":[90,94,118,140],"session,":[91],"generates":[93],"personalized":[95],"summary":[96],"reinforces":[98],"key":[99],"concepts":[100],"while":[101],"tailoring":[102],"examples":[103],"learner's":[106],"interests.":[107],"By":[108],"uniting":[109],"analysis":[112],"with":[113],"decision-making,":[115],"contributes":[117],"novel":[119],"framework":[120],"responsive":[122],"digital":[123],"learning.":[124],"Our":[125],"work":[126],"demonstrates":[127],"how":[128],"AI":[129],"can":[130],"move":[131],"beyond":[132],"personalization":[134],"toward":[135],"real-time,":[136],"individualized":[137],"support,":[138],"addressing":[139],"core":[141],"challenge":[142],"AI-enabled":[144],"education.":[145]},"counts_by_year":[],"updated_date":"2026-04-16T06:09:31.884825","created_date":"2026-04-16T00:00:00"}
