{"id":"https://openalex.org/W4406721303","doi":"https://doi.org/10.1142/s0218001425570046","title":"AMP: Multi-Task Transfer Learning via Leveraging Attention Mechanism on Task Embeddings","display_name":"AMP: Multi-Task Transfer Learning via Leveraging Attention Mechanism on Task Embeddings","publication_year":2025,"publication_date":"2025-01-22","ids":{"openalex":"https://openalex.org/W4406721303","doi":"https://doi.org/10.1142/s0218001425570046"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001425570046","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001425570046","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","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/A5101393446","display_name":"Yangyang Yu","orcid":"https://orcid.org/0000-0003-3289-358X"},"institutions":[{"id":"https://openalex.org/I4210088547","display_name":"Xian Central Hospital","ror":"https://ror.org/004cdc714","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088547"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangyang Yu","raw_affiliation_strings":["School of Applied Engineering, Sanmenxia Vocational and Technical College, Sanmenxia 472000, Henan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Applied Engineering, Sanmenxia Vocational and Technical College, Sanmenxia 472000, Henan, P. R. China","institution_ids":["https://openalex.org/I4210088547"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114233810","display_name":"Keru Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]},{"id":"https://openalex.org/I36152291","display_name":"Henan University of Technology","ror":"https://ror.org/05sbgwt55","country_code":"CN","type":"education","lineage":["https://openalex.org/I36152291"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keru Wang","raw_affiliation_strings":["School of Software Engineering, Henan University of Science and Technology, Sanmenxia 472000, Henan, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Henan University of Science and Technology, Sanmenxia 472000, Henan, P. R. China","institution_ids":["https://openalex.org/I167383011","https://openalex.org/I36152291"]}]}],"institutions":[],"countries_distinct_count":1,"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":0.00425592,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"39","issue":"02","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.8743000030517578,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.8743000030517578,"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/T11122","display_name":"Online Learning and Analytics","score":0.8526999950408936,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8224999904632568,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7296492457389832},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7128322720527649},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6888647079467773},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.6631433367729187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6485396027565002},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.4794543981552124},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46197450160980225},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07434430718421936}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7296492457389832},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7128322720527649},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6888647079467773},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6631433367729187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6485396027565002},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.4794543981552124},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46197450160980225},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07434430718421936},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001425570046","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001425570046","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2251939518","https://openalex.org/W2788496822","https://openalex.org/W2963168538","https://openalex.org/W3131500599","https://openalex.org/W3141797743","https://openalex.org/W3194836374","https://openalex.org/W4253067820","https://openalex.org/W4309811444","https://openalex.org/W4385573776"],"related_works":["https://openalex.org/W2821676139","https://openalex.org/W3043695725","https://openalex.org/W4382138864","https://openalex.org/W4387770285","https://openalex.org/W3022215768","https://openalex.org/W3135975972","https://openalex.org/W3016888008","https://openalex.org/W4385864216","https://openalex.org/W4387183713","https://openalex.org/W4403518771"],"abstract_inverted_index":{"The":[0,99,113,131],"attention":[1,30,68,114],"mechanism":[2,31,115],"has":[3],"been":[4],"successfully":[5],"used":[6],"in":[7],"a":[8,12,33,39,53,56,76,103,110,120,127,154],"sequence":[9],"consisted":[10],"of":[11,14,21,35,87,96,122,129],"series":[13],"word":[15,100],"embeddings":[16,73],"to":[17,37,74,139,143],"improve":[18],"the":[19,22,29,94,106,141,144,148,176],"representation":[20,60],"sequence.":[23],"Inspired":[24],"by":[25],"this,":[26],"we":[27,51,65],"leverage":[28],"on":[32,70,119,126],"set":[34,121,128],"tasks":[36],"implement":[38],"multi-task":[40],"transfer":[41,191],"learning":[42],"method":[43,138,155,171,187],"called":[44,61,156],"AMP":[45,184],"(Attentions":[46],"between":[47,150,165,178],"Multiple":[48],"Prompts).":[49],"First,":[50],"encode":[52],"task":[54,59,62,72,88,107],"into":[55],"prompt":[57,78,92,190],"as":[58],"embedding.":[63],"Second,":[64],"learn":[66],"an":[67,84],"component":[69],"all":[71,97],"generate":[75],"combined":[77,91],"for":[79,146],"each":[80],"task,":[81],"which":[82,161],"is":[83,102,109],"attention-weighted":[85],"sum":[86],"embeddings.":[89],"Each":[90],"incorporates":[93],"knowledge":[95],"tasks.":[98],"embedding":[101,108],"vector,":[104],"but":[105],"2D":[111],"matrix.":[112],"can":[116,162,172],"be":[117],"exploited":[118],"vectors":[123],"rather":[124],"than":[125],"matrices.":[130,151,179],"prior":[132,189],"methods":[133],"employ":[134],"pooling":[135],"or":[136],"flattened":[137],"transform":[140],"matrix":[142],"vector":[145],"computing":[147],"attentions":[149,164,177],"We":[152],"propose":[153],"DAM":[157,170],"(Direct":[158],"Attention":[159],"Mechanism)":[160],"compute":[163,175],"matrices":[166],"directly":[167],"without":[168],"transforming.":[169],"more":[173],"exactly":[174],"Wide":[180],"experiments":[181],"demonstrate":[182],"that":[183],"outperforms":[185],"prompt-tuning":[186],"and":[188],"methods.":[192]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
