{"id":"https://openalex.org/W7166858141","doi":"https://doi.org/10.18653/v1/2026.findings-acl.2106","title":"Unlocking the Edge deployment and ondevice acceleration of multi-LoRA enabled one-for-all foundational LLM","display_name":"Unlocking the Edge deployment and ondevice acceleration of multi-LoRA enabled one-for-all foundational LLM","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166858141","doi":"https://doi.org/10.18653/v1/2026.findings-acl.2106"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.findings-acl.2106","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.2106","pdf_url":"https://aclanthology.org/2026.findings-acl.2106.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.findings-acl.2106.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139815720","display_name":"Sravanth Kodavanti","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sravanth Kodavanti","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139760616","display_name":"Sowmya Vajrala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sowmya Vajrala","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057645083","display_name":"Srinivas Soumitri Miriyala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Srinivas Soumitri Miriyala","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139789779","display_name":"Utsav Tiwari","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Utsav Tiwari","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139799786","display_name":"Uttam Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Uttam Kumar","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134351007","display_name":"Utkarsh Kumar Mahawar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Utkarsh Kumar Mahawar","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134323569","display_name":"Achal Pratap Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Achal Pratap Singh","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134344638","display_name":"Arya D","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arya D","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076632157","display_name":"Narendra Mutyala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Narendra Mutyala","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079783021","display_name":"Vikram N Rajendiran","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vikram Nelvoy Rajendiran","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073952712","display_name":"Sharan Kumar Allur","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sharan Kumar Allur","raw_affiliation_strings":["Samsung Research Institute Bangalore , India,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research Institute Bangalore , India,","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139804994","display_name":"Euntaik Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Euntaik Lee","raw_affiliation_strings":["Samsung Electronics , Suwon , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Electronics , Suwon , South Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139822306","display_name":"Dohyoung Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dohyoung Kim","raw_affiliation_strings":["Samsung Electronics , Suwon , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Electronics , Suwon , South Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139790832","display_name":"HyeonSu Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"HyeonSu Lee","raw_affiliation_strings":["Samsung Electronics , Suwon , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Electronics , Suwon , South Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134339210","display_name":"Gyusung Cho","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gyusung Cho","raw_affiliation_strings":["Samsung Electronics , Suwon , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Electronics , Suwon , South Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5139720731","display_name":"JungBae Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"JungBae Kim","raw_affiliation_strings":["Samsung Electronics , Suwon , South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Electronics , Suwon , South Korea","institution_ids":["https://openalex.org/I2250650973"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81694593,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"42443","last_page":"42455"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.3122999966144562,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.3122999966144562,"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/T10028","display_name":"Topic Modeling","score":0.0575999990105629,"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/T13650","display_name":"Computational Physics and Python Applications","score":0.04529999941587448,"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/acceleration","display_name":"Acceleration","score":0.6725999712944031},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6406000256538391},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.44589999318122864},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.38580000400543213},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.28769999742507935},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.28769999742507935}],"concepts":[{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.6725999712944031},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6406000256538391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5288000106811523},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.44589999318122864},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.38580000400543213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3709999918937683},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.33869999647140503},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3027999997138977},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.28769999742507935},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.28769999742507935},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2833999991416931},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C2779570065","wikidata":"https://www.wikidata.org/wiki/Q1754137","display_name":"Leading edge","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.findings-acl.2106","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.2106","pdf_url":"https://aclanthology.org/2026.findings-acl.2106.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.findings-acl.2106","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.2106","pdf_url":"https://aclanthology.org/2026.findings-acl.2106.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7613404989242554,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166858141.pdf","grobid_xml":"https://content.openalex.org/works/W7166858141.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Sravanth":[0],"Kodavanti,":[1],"Sowmya":[2],"Vajrala,":[3],"Srinivas":[4],"Soumitri":[5],"Miriyala,":[6],"Utsav":[7],"Tiwari,":[8],"Uttam":[9],"Kumar,":[10],"Utkarsh":[11],"Kumar":[12,25],"Mahawar,":[13],"Achal":[14],"Pratap":[15],"Singh,":[16],"Arya":[17],"D,":[18],"Narendra":[19],"Mutyala,":[20],"Vikram":[21],"Nelvoy":[22],"Rajendiran,":[23],"Sharan":[24],"Allur,":[26],"Euntaik":[27],"Lee,":[28,32],"Dohyoung":[29],"Kim,":[30],"HyeonSu":[31],"Gyusung":[33],"Cho,":[34],"JungBae":[35],"Kim.":[36],"Findings":[37],"of":[38],"the":[39],"Association":[40],"for":[41],"Computational":[42],"Linguistics:":[43],"ACL":[44],"2026.":[45,46]},"counts_by_year":[],"updated_date":"2026-08-25T07:29:55.448023","created_date":"2026-07-02T00:00:00"}