{"id":"https://openalex.org/W4408614647","doi":"https://doi.org/10.1145/3708359.3712144","title":"VideoMix: Aggregating How-To Videos for Task-Oriented Learning","display_name":"VideoMix: Aggregating How-To Videos for Task-Oriented Learning","publication_year":2025,"publication_date":"2025-03-19","ids":{"openalex":"https://openalex.org/W4408614647","doi":"https://doi.org/10.1145/3708359.3712144"},"language":"en","primary_location":{"id":"doi:10.1145/3708359.3712144","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708359.3712144","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3708359.3712144","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027570365","display_name":"Saelyne Yang","orcid":"https://orcid.org/0000-0003-1776-4712"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Saelyne Yang","raw_affiliation_strings":["School of Computing, KAIST, Daejeon, Republic of Korea,"],"raw_orcid":"https://orcid.org/0000-0003-1776-4712","affiliations":[{"raw_affiliation_string":"School of Computing, KAIST, Daejeon, Republic of Korea,","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097660143","display_name":"Anh Truong","orcid":"https://orcid.org/0009-0005-5409-7287"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anh Truong","raw_affiliation_strings":["Adobe Research, New York, New York, USA,"],"raw_orcid":"https://orcid.org/0009-0005-5409-7287","affiliations":[{"raw_affiliation_string":"Adobe Research, New York, New York, USA,","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079709359","display_name":"Juho Kim","orcid":"https://orcid.org/0000-0001-6348-4127"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Juho Kim","raw_affiliation_strings":["School of Computing, KAIST, Daejeon, Republic of Korea,"],"raw_orcid":"https://orcid.org/0000-0001-6348-4127","affiliations":[{"raw_affiliation_string":"School of Computing, KAIST, Daejeon, Republic of Korea,","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038972102","display_name":"Dingzeyu Li","orcid":"https://orcid.org/0000-0002-4222-8105"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dingzeyu Li","raw_affiliation_strings":["Adobe Research, Seattle, Washington, USA,"],"raw_orcid":"https://orcid.org/0000-0002-4222-8105","affiliations":[{"raw_affiliation_string":"Adobe Research, Seattle, Washington, USA,","institution_ids":["https://openalex.org/I1306409833"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027570365"],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":null,"apc_paid":null,"fwci":15.2128,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.98663142,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1564","last_page":"1580"},"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":0.9830999970436096,"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":0.9830999970436096,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9829000234603882,"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/T11122","display_name":"Online Learning and Analytics","score":0.9801999926567078,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7954822182655334},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6707698106765747},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40983515977859497},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3960109055042267},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3257448673248291},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07384529709815979},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.041763514280319214}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7954822182655334},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6707698106765747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40983515977859497},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3960109055042267},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3257448673248291},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07384529709815979},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.041763514280319214}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3708359.3712144","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708359.3712144","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2503.21130","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.21130","pdf_url":"https://arxiv.org/pdf/2503.21130","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3708359.3712144","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708359.3712144","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W578229345","https://openalex.org/W1834627372","https://openalex.org/W1980895458","https://openalex.org/W2029044878","https://openalex.org/W2033123427","https://openalex.org/W2035818959","https://openalex.org/W2047815757","https://openalex.org/W2060666149","https://openalex.org/W2142389575","https://openalex.org/W2156517224","https://openalex.org/W2157289187","https://openalex.org/W2795734224","https://openalex.org/W2795818739","https://openalex.org/W2941231575","https://openalex.org/W2942440896","https://openalex.org/W2957775769","https://openalex.org/W2984008963","https://openalex.org/W2990420886","https://openalex.org/W3029354791","https://openalex.org/W3086342064","https://openalex.org/W3094588931","https://openalex.org/W3125649296","https://openalex.org/W3162594825","https://openalex.org/W3205351373","https://openalex.org/W4220889970","https://openalex.org/W4220961146","https://openalex.org/W4224982724","https://openalex.org/W4224992213","https://openalex.org/W4241083064","https://openalex.org/W4309301819","https://openalex.org/W4312271977","https://openalex.org/W4319300722","https://openalex.org/W4366495671","https://openalex.org/W4366547930","https://openalex.org/W4366548447","https://openalex.org/W4385822293","https://openalex.org/W4386065689","https://openalex.org/W4387868987","https://openalex.org/W4393152659","https://openalex.org/W4396786463","https://openalex.org/W4396833668","https://openalex.org/W4396833747","https://openalex.org/W4399917705","https://openalex.org/W4402703002","https://openalex.org/W4402754001","https://openalex.org/W4403338504","https://openalex.org/W6888554342"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W3196817267","https://openalex.org/W1976600725"],"abstract_inverted_index":{"Tutorial":[0],"videos":[1,22,44,53,82,166,181],"are":[2,54,167,182],"a":[3,29,64,70,74,112,151,161,176,185],"valuable":[4],"resource":[5],"for":[6],"people":[7],"looking":[8,32],"to":[9,23,36,59,132,149,192],"learn":[10,15],"new":[11],"tasks.":[12],"People":[13],"often":[14],"these":[16,52],"skills":[17],"by":[18,31,77,107,111],"viewing":[19],"multiple":[20,43,81],"tutorial":[21],"get":[24],"an":[25,189],"overall":[26],"understanding":[27,72,96,154],"of":[28,73,155,175],"task":[30,76],"at":[33],"different":[34,108],"approaches":[35],"achieve":[37],"the":[38,84,137,173],"task.":[39,85],"However,":[40],"navigating":[41],"through":[42],"can":[45],"be":[46],"time-consuming":[47],"and":[48,56,103,118,135],"mentally":[49],"demanding":[50],"as":[51],"scattered":[55],"not":[57],"easy":[58],"skim.":[60],"We":[61],"propose":[62],"VideoMix,":[63],"system":[65],"that":[66,93,145],"helps":[67],"users":[68,131],"gain":[69,150],"holistic":[71],"how-to":[75],"aggregating":[78],"information":[79],"from":[80,87],"on":[83],"Insights":[86],"our":[88],"formative":[89],"study":[90,142],"(N=12)":[91,143],"reveal":[92],"learners":[94],"value":[95],"potential":[97,174],"outcomes,":[98],"required":[99],"materials,":[100],"alternative":[101,191],"methods,":[102],"important":[104],"details":[105],"shared":[106,186],"videos.":[109],"Powered":[110],"Vision-Language":[113],"Model":[114],"pipeline,":[115],"VideoMix":[116,146],"extracts":[117],"organizes":[119],"this":[120],"information,":[121],"presenting":[122],"concise":[123],"textual":[124],"summaries":[125],"alongside":[126],"relevant":[127],"video":[128,163],"clips,":[129],"enabling":[130],"quickly":[133],"digest":[134],"navigate":[136],"content.":[138],"A":[139],"comparative":[140],"user":[141],"demonstrated":[144],"enabled":[147],"participants":[148],"more":[152],"comprehensive":[153],"tasks":[156],"with":[157],"greater":[158],"efficiency":[159],"than":[160],"baseline":[162],"interface,":[164],"where":[165,180],"viewed":[168],"independently.":[169],"Our":[170],"findings":[171],"highlight":[172],"task-oriented,":[177],"multi-video":[178],"approach":[179],"organized":[183],"around":[184],"goal,":[187],"offering":[188],"enhanced":[190],"conventional":[193],"video-based":[194],"learning.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
