{"id":"https://openalex.org/W7136503108","doi":"https://doi.org/10.48550/arxiv.2603.12755","title":"AI Model Modulation with Logits Redistribution","display_name":"AI Model Modulation with Logits Redistribution","publication_year":2026,"publication_date":"2026-03-13","ids":{"openalex":"https://openalex.org/W7136503108","doi":"https://doi.org/10.48550/arxiv.2603.12755"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.12755","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.12755","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.12755","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129507073","display_name":"Zihan Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Wang, Zihan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021033946","display_name":"Zhongkui Ma","orcid":"https://orcid.org/0000-0002-2392-3751"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Zhongkui","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074650815","display_name":"Xinguo Feng","orcid":"https://orcid.org/0000-0003-2307-2771"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Feng, Xinguo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129488393","display_name":"Zhiyang Mei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mei, Zhiyang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117436418","display_name":"Ethan Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Ethan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129537700","display_name":"Derui Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Derui","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129549134","display_name":"Minhui Xue","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xue, Minhui","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5129594479","display_name":"Guangdong Bai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bai, Guangdong","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5129507073"],"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":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":0.3391999900341034,"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":0.3391999900341034,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.26440000534057617,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.07540000230073929,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.45190000534057617},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.4359000027179718},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4090000092983246},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.3982999920845032},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.38920000195503235},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.36489999294281006}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6694999933242798},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.45190000534057617},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.4359000027179718},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4090000092983246},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.3982999920845032},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.38920000195503235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37880000472068787},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.36489999294281006},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.36480000615119934},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3603000044822693},{"id":"https://openalex.org/C113644684","wikidata":"https://www.wikidata.org/wiki/Q1356717","display_name":"Statistical process control","level":3,"score":0.2937999963760376},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28940001130104065},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.25519999861717224}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.12755","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.12755","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.12755","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.12755","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"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":{"Large-scale":[0],"models":[1],"are":[2],"typically":[3],"adapted":[4],"to":[5,40,44,71,83,109],"meet":[6,45],"the":[7,21,46,77,116],"diverse":[8,42],"requirements":[9],"of":[10,20,119],"model":[11,22,32,39,63,135],"owners":[12,64],"and":[13,57,76,101,131,144,147,153],"users.":[14],"However,":[15],"maintaining":[16],"multiple":[17],"specialized":[18],"versions":[19],"is":[23],"inefficient.":[24],"In":[25],"response,":[26],"we":[27],"propose":[28],"AIM,":[29],"a":[30,37,91,98,106],"novel":[31],"modulation":[33,54],"paradigm":[34],"that":[35,95],"enables":[36,51],"single":[38],"exhibit":[41],"behaviors":[43],"specific":[47],"end":[48],"requirements.":[49],"AIM":[50,89],"two":[52],"key":[53],"modes:":[55],"utility":[56,74],"focus":[58],"modulations.":[59],"The":[60],"former":[61],"provides":[62],"with":[65,137],"dynamic":[66],"control":[67,82],"over":[68],"output":[69],"quality":[70],"deliver":[72],"varying":[73],"levels,":[75],"latter":[78],"offers":[79],"users":[80],"precise":[81],"shift":[84],"model's":[85],"focused":[86],"input":[87],"features.":[88],"introduces":[90],"logits":[92,120],"redistribution":[93],"strategy":[94],"operates":[96],"in":[97],"training":[99],"data-agnostic":[100],"retraining-free":[102],"manner.":[103],"We":[104],"establish":[105],"formal":[107],"foundation":[108],"ensure":[110],"AIM's":[111,129],"regulation":[112],"capability,":[113],"based":[114],"on":[115],"statistical":[117],"properties":[118],"ordering":[121],"via":[122],"joint":[123],"probability":[124],"distributions.":[125],"Our":[126],"evaluation":[127],"confirms":[128],"practicality":[130],"versatility":[132],"for":[133],"Al":[134],"modulation,":[136],"tasks":[138],"spanning":[139],"image":[140],"classification,":[141],"semantic":[142],"segmentation":[143],"text":[145],"generation,":[146],"prevalent":[148],"architectures":[149],"including":[150],"ResNet,":[151],"SegFormer":[152],"Llama.":[154]},"counts_by_year":[],"updated_date":"2026-03-17T07:05:13.627479","created_date":"2026-03-17T00:00:00"}
