{"id":"https://openalex.org/W4413431471","doi":"https://doi.org/10.1145/3762668","title":"A Novel Adversarial Augmentation-based Domain LLM Framework for Perceiving IoT Service States","display_name":"A Novel Adversarial Augmentation-based Domain LLM Framework for Perceiving IoT Service States","publication_year":2025,"publication_date":"2025-08-22","ids":{"openalex":"https://openalex.org/W4413431471","doi":"https://doi.org/10.1145/3762668"},"language":"en","primary_location":{"id":"doi:10.1145/3762668","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3762668","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3762668","source":{"id":"https://openalex.org/S4210175912","display_name":"ACM Transactions on Internet of Things","issn_l":"2577-6207","issn":["2577-6207","2691-1914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet of Things","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3762668","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101682276","display_name":"Peng Qi","orcid":"https://orcid.org/0000-0003-0390-5449"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peng Qi","raw_affiliation_strings":["School of Electronic and Information Engineering, Beijing Jiaotong University","School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071759828","display_name":"Zuodong Jin","orcid":"https://orcid.org/0000-0001-5029-0091"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zuodong Jin","raw_affiliation_strings":["Beijing Jiaotong University","Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062430620","display_name":"Dan Tao","orcid":"https://orcid.org/0000-0002-7368-2132"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Tao","raw_affiliation_strings":["Beijing Jiaotong University","Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016181167","display_name":"Ruipeng Gao","orcid":"https://orcid.org/0000-0002-2490-6654"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruipeng Gao","raw_affiliation_strings":["Beijing Jiaotong University","Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101682276"],"corresponding_institution_ids":["https://openalex.org/I21193070"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22717988,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":"4","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9768999814987183,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9721999764442444,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/adversarial-system","display_name":"Adversarial system","score":0.8225603699684143},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6593858599662781},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6088711619377136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.579327404499054},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5334007740020752},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5180776119232178},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.41905277967453003},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3724002242088318},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30932050943374634},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2511342763900757},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0885680615901947},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.07764571905136108}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8225603699684143},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6593858599662781},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6088711619377136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.579327404499054},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5334007740020752},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5180776119232178},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.41905277967453003},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3724002242088318},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30932050943374634},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2511342763900757},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0885680615901947},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.07764571905136108},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3762668","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3762668","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3762668","source":{"id":"https://openalex.org/S4210175912","display_name":"ACM Transactions on Internet of Things","issn_l":"2577-6207","issn":["2577-6207","2691-1914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet of Things","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3762668","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3762668","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3762668","source":{"id":"https://openalex.org/S4210175912","display_name":"ACM Transactions on Internet of Things","issn_l":"2577-6207","issn":["2577-6207","2691-1914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet of Things","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G23067566","display_name":null,"funder_award_id":"2025JBMC013","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3841199031","display_name":null,"funder_award_id":"62402027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5389565806","display_name":null,"funder_award_id":"62402027, 62472023","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6847157799","display_name":null,"funder_award_id":"62472023","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8951484681","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413431471.pdf","grobid_xml":"https://content.openalex.org/works/W4413431471.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2739879705","https://openalex.org/W2750779823","https://openalex.org/W2808849282","https://openalex.org/W2902338525","https://openalex.org/W2913373449","https://openalex.org/W2954691982","https://openalex.org/W2963140444","https://openalex.org/W2964111476","https://openalex.org/W3165322078","https://openalex.org/W3197851632","https://openalex.org/W4220822815","https://openalex.org/W4226426325","https://openalex.org/W4283221298","https://openalex.org/W4285247752","https://openalex.org/W4327718158","https://openalex.org/W4378509449","https://openalex.org/W4382202657","https://openalex.org/W4383374078","https://openalex.org/W4385567932","https://openalex.org/W4387267134","https://openalex.org/W4387968358","https://openalex.org/W4389977189","https://openalex.org/W4390873714","https://openalex.org/W4391235307","https://openalex.org/W4393158805","https://openalex.org/W4393183830","https://openalex.org/W4394725694","https://openalex.org/W4396709412","https://openalex.org/W4399915991","https://openalex.org/W4400524677","https://openalex.org/W4402277737","https://openalex.org/W4403577318","https://openalex.org/W4404343884","https://openalex.org/W4406110403"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"Accurately":[0],"perceiving":[1],"service":[2,68,107,114,138],"states":[3],"of":[4,7,55,63,128,152,203,214,219,233,243],"the":[5,44,53,61,113,126,168,188,195,200,206,210,215,222,225,241],"Internet":[6],"Things":[8],"(IoT)":[9],"is":[10,83],"crucial":[11],"for":[12,80],"maintaining":[13],"system":[14],"stability":[15],"and":[16,60,109,142,179],"long-term":[17],"sustainability.":[18],"Recently,":[19],"Large":[20],"Language":[21],"Models":[22],"(LLMs)":[23],"have":[24],"emerged":[25],"as":[26],"a":[27,50,73,137,143,180],"novel":[28,74],"technological":[29],"advancement,":[30],"offering":[31],"unprecedented":[32],"possibilities":[33],"in":[34],"various":[35],"domains":[36],"due":[37],"to":[38,52,66,85,112,124,148,193],"their":[39,64],"advanced":[40],"comprehension":[41],"capabilities.":[42],"However,":[43],"limited":[45],"data":[46],"availability":[47],"problem":[48],"poses":[49],"challenge":[51],"integration":[54],"domain":[56,77,169,201,231],"knowledge":[57,202],"into":[58,205],"LLMs":[59],"enhancement":[62],"ability":[65],"perceive":[67],"states.":[69],"In":[70],"this":[71,87,158],"article,":[72],"adversarial":[75,170,182,223],"augmentation-based":[76],"LLM":[78,93,163,175,207,216,226,245],"framework":[79,165],"IoT":[81],"services":[82,153],"proposed":[84],"solve":[86],"problem.":[88],"We":[89],"first":[90],"construct":[91],"an":[92,97,162,174],"fine-tuning":[94,164],"dataset":[95],"through":[96,208],"elaborate":[98],"hierarchical":[99],"prompt":[100],"template,":[101],"which":[102,172],"integrates":[103],"task-specific":[104],"instructions,":[105],"heterogeneous":[106],"data,":[108],"statistical":[110],"features":[111],"contextual":[115],"description.":[116],"Then,":[117],"inspired":[118],"by":[119],"using":[120],"specialized":[121],"compact":[122],"small-models":[123,204],"enhance":[125],"capabilities":[127,232],"LLMs,":[129],"we":[130,160],"design":[131,161],"two":[132,238],"dedicated":[133],"domain-specific":[134],"small-models,":[135],"including":[136],"topology":[139],"prediction":[140,146],"model":[141],"running":[144],"status":[145],"model,":[147],"capture":[149],"evolution":[150],"patterns":[151],"from":[154],"different":[155],"perspectives.":[156],"On":[157],"basis,":[159],"based":[166],"on":[167,237],"distillation,":[171],"comprises":[173],"parameter":[176],"tuning":[177],"module":[178],"small-model":[181],"distillation":[183],"module.":[184],"The":[185,197],"former":[186],"leverages":[187],"Low-Rank":[189],"Adaptation":[190],"(LoRA)":[191],"algorithm":[192],"fine-tune":[194],"LLM.":[196],"latter":[198],"distills":[199],"aligning":[209],"latent":[211],"vector":[212],"distributions":[213],"with":[217,230],"those":[218],"small-models.":[220,234],"Following":[221],"training,":[224],"will":[227],"be":[228],"equipped":[229],"Experimental":[235],"results":[236],"datasets":[239],"demonstrate":[240],"effectiveness":[242],"our":[244],"framework.":[246]},"counts_by_year":[],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
