{"id":"https://openalex.org/W7168238643","doi":"https://doi.org/10.1109/icc59461.2026.11587064","title":"Rethinking On-Device LLM Reasoning: Why Analogical Mapping Outperforms Abstract Thinking for IoT DDoS Detection","display_name":"Rethinking On-Device LLM Reasoning: Why Analogical Mapping Outperforms Abstract Thinking for IoT DDoS Detection","publication_year":2026,"publication_date":"2026-05-24","ids":{"openalex":"https://openalex.org/W7168238643","doi":"https://doi.org/10.1109/icc59461.2026.11587064"},"language":null,"primary_location":{"id":"doi:10.1109/icc59461.2026.11587064","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc59461.2026.11587064","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2026 - IEEE International Conference on Communications","raw_type":"proceedings-article"},"type":"conference-paper","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/A5140678173","display_name":"William Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I71838634","display_name":"San Francisco State University","ror":"https://ror.org/05ykr0121","country_code":"US","type":"education","lineage":["https://openalex.org/I71838634"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Pan","raw_affiliation_strings":["San Francisco State University,Department of Computer Science,San Francisco,CA,94132"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Francisco State University,Department of Computer Science,San Francisco,CA,94132","institution_ids":["https://openalex.org/I71838634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140712201","display_name":"Guiran Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I71838634","display_name":"San Francisco State University","ror":"https://ror.org/05ykr0121","country_code":"US","type":"education","lineage":["https://openalex.org/I71838634"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guiran Liu","raw_affiliation_strings":["San Francisco State University,Department of Computer Science,San Francisco,CA,94132"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Francisco State University,Department of Computer Science,San Francisco,CA,94132","institution_ids":["https://openalex.org/I71838634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140709522","display_name":"Binrong Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I71838634","display_name":"San Francisco State University","ror":"https://ror.org/05ykr0121","country_code":"US","type":"education","lineage":["https://openalex.org/I71838634"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Binrong Zhu","raw_affiliation_strings":["San Francisco State University,Department of Computer Science,San Francisco,CA,94132"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Francisco State University,Department of Computer Science,San Francisco,CA,94132","institution_ids":["https://openalex.org/I71838634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140706333","display_name":"Qun Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I71838634","display_name":"San Francisco State University","ror":"https://ror.org/05ykr0121","country_code":"US","type":"education","lineage":["https://openalex.org/I71838634"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qun Wang","raw_affiliation_strings":["San Francisco State University,Department of Computer Science,San Francisco,CA,94132"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Francisco State University,Department of Computer Science,San Francisco,CA,94132","institution_ids":["https://openalex.org/I71838634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140747931","display_name":"Yingzhou Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yingzhou Lu","raw_affiliation_strings":["Stanford University,School of Medicine,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanford University,School of Medicine,USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140664074","display_name":"Beiyu Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I182980787","display_name":"University of Dallas","ror":"https://ror.org/00v3ak792","country_code":"US","type":"education","lineage":["https://openalex.org/I182980787"]},{"id":"https://openalex.org/I87573096","display_name":"University of North Texas at Dallas","ror":"https://ror.org/01n51v443","country_code":"US","type":"education","lineage":["https://openalex.org/I87573096"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Beiyu Lin","raw_affiliation_strings":["University of Texas Dallas,Department of Computer Science,Dallas,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas Dallas,Department of Computer Science,Dallas,USA","institution_ids":["https://openalex.org/I182980787","https://openalex.org/I87573096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5140595993","display_name":"Rose Qingyang Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rose Qingyang Hu","raw_affiliation_strings":["Virginia Polytechnic Institute and State University,Bradley Department of Electrical and Computer Engineering,Blacksburg,VA,24061"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Virginia Polytechnic Institute and State University,Bradley Department of Electrical and Computer Engineering,Blacksburg,VA,24061","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"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":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4316999912261963},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.3418999910354614},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.3059000074863434},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2721000015735626},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.23080000281333923}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.659500002861023},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4316999912261963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3880999982357025},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.3418999910354614},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.24250000715255737},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.23080000281333923},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.22689999639987946}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc59461.2026.11587064","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc59461.2026.11587064","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2026 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-07-15T00:00:00"}