{"id":"https://openalex.org/W4409730458","doi":"https://doi.org/10.1145/3731556","title":"NeuSemSlice: Towards Effective DNN Model Maintenance via Neuron-Level Semantic Slicing","display_name":"NeuSemSlice: Towards Effective DNN Model Maintenance via Neuron-Level Semantic Slicing","publication_year":2025,"publication_date":"2025-04-23","ids":{"openalex":"https://openalex.org/W4409730458","doi":"https://doi.org/10.1145/3731556"},"language":"en","primary_location":{"id":"doi:10.1145/3731556","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3731556","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"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 Software Engineering and Methodology","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/A5111335408","display_name":"Shide Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shide Zhou","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, China","Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0009-0003-7891-8946","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101674538","display_name":"Tianlin Li","orcid":"https://orcid.org/0000-0002-2207-1622"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tianlin Li","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore","Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-2207-1622","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036183844","display_name":"Yihao Huang","orcid":"https://orcid.org/0000-0002-5784-770X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yihao Huang","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore","Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-5784-770X","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085767410","display_name":"Ling Shi","orcid":"https://orcid.org/0000-0002-2023-0247"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ling Shi","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore","Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-2023-0247","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000432413","display_name":"Kailong Wang","orcid":"https://orcid.org/0000-0002-3977-6573"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kailong Wang","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, China","Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-3977-6573","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100355692","display_name":"Yang Liu","orcid":"https://orcid.org/0000-0001-7300-9215"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yang Liu","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore","Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-7300-9215","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115695530","display_name":"Haoyu Wang","orcid":"https://orcid.org/0000-0003-1100-8633"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyu Wang","raw_affiliation_strings":["Huazhong University of Science and Technology, Wuhan, China","Huazhong University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-1100-8633","affiliations":[{"raw_affiliation_string":"Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5111335408"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":1.9057,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86911877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"35","issue":"1","first_page":"1","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9995999932289124,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9959999918937683,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9926000237464905,"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/slicing","display_name":"Slicing","score":0.8676179647445679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8570051193237305},{"id":"https://openalex.org/keywords/program-slicing","display_name":"Program slicing","score":0.6091904640197754},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34360840916633606},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13731440901756287}],"concepts":[{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.8676179647445679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8570051193237305},{"id":"https://openalex.org/C91071405","wikidata":"https://www.wikidata.org/wiki/Q1413145","display_name":"Program slicing","level":3,"score":0.6091904640197754},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34360840916633606},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13731440901756287}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3731556","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3731556","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"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 Software Engineering and Methodology","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/201450","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/201450","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1593203335","https://openalex.org/W1919191429","https://openalex.org/W1970787025","https://openalex.org/W2099858487","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2616028256","https://openalex.org/W2747329762","https://openalex.org/W2767655845","https://openalex.org/W2769215776","https://openalex.org/W2807363941","https://openalex.org/W2905173465","https://openalex.org/W2965862774","https://openalex.org/W2991526369","https://openalex.org/W2996061341","https://openalex.org/W3041012898","https://openalex.org/W3082949018","https://openalex.org/W3090119274","https://openalex.org/W3099610985","https://openalex.org/W3113162324","https://openalex.org/W3126577088","https://openalex.org/W3161271154","https://openalex.org/W4210455774","https://openalex.org/W4224249875","https://openalex.org/W4319296048","https://openalex.org/W4319879104","https://openalex.org/W4380609744","https://openalex.org/W4386136237","https://openalex.org/W4387868939","https://openalex.org/W4388502409","https://openalex.org/W4390051511","https://openalex.org/W4391568841","https://openalex.org/W4391579668","https://openalex.org/W4392173735","https://openalex.org/W4398239274","https://openalex.org/W4399597085","https://openalex.org/W4399601788","https://openalex.org/W4401635770","https://openalex.org/W4405544354"],"related_works":["https://openalex.org/W2134982133","https://openalex.org/W1964336761","https://openalex.org/W2991905743","https://openalex.org/W2169437772","https://openalex.org/W4239953224","https://openalex.org/W2165685498","https://openalex.org/W4302024603","https://openalex.org/W2170816480","https://openalex.org/W2347708239","https://openalex.org/W2112395437"],"abstract_inverted_index":{"Deep":[0],"Neural":[1],"Networks":[2],"(DNNs),":[3],"extensively":[4],"applied":[5],"across":[6,131],"diverse":[7],"disciplines,":[8],"are":[9],"characterized":[10],"by":[11,57],"their":[12,85,138,142],"integrated":[13],"and":[14,45,62,79,127,134,144,186],"monolithic":[15],"architectures,":[16],"setting":[17],"them":[18],"apart":[19],"from":[20],"conventional":[21],"software":[22],"systems.":[23],"This":[24],"architectural":[25],"difference":[26],"introduces":[27,102],"particular":[28],"challenges":[29,56],"to":[30,76,87,107,137,166],"maintenance":[31,90,120,153],"tasks,":[32,154],"such":[33,72],"as":[34],"model":[35,38,89,119,152,178,184,191],"restructure":[36],"(e.g.,":[37,41,48],"compression),":[39],"re-adaptation":[40],"fitting":[42],"new":[43],"samples),":[44],"incremental":[46,192],"development":[47],"continual":[49],"knowledge":[50],"accumulation).":[51],"Prior":[52],"research":[53],"addresses":[54],"these":[55],"identifying":[58],"task-critical":[59],"neuron":[60,181,188],"layers":[61,135],"dividing":[63],"neural":[64],"networks":[65],"into":[66],"semantically":[67],"similar":[68],"sequential":[69],"modules.":[70],"However,":[71],"layer-level":[73],"approaches":[74],"fail":[75],"precisely":[77],"identify":[78,109],"manipulate":[80],"neuron-level":[81,111],"semantic":[82,104,112,123,139,164,171],"components,":[83],"restricting":[84],"applicability":[86],"finer-grained":[88],"tasks.":[91,121,149,207],"In":[92],"this":[93],"work,":[94],"we":[95,155],"implement":[96],"NeuSemSlice,":[97],"a":[98,157],"novel":[99,160],"framework":[100],"that":[101,199],"the":[103,147],"slicing":[105,124,165],"technique":[106],"effectively":[108],"critical":[110,129,174,180],"components":[113,172],"in":[114,146,204],"DNN":[115],"models":[116],"for":[117,177,183,190],"semantic-aware":[118,151],"Specifically,":[122],"identifies,":[125],"categorizes,":[126],"merges":[128],"neurons":[130],"different":[132],"categories":[133],"according":[136],"similarity,":[140],"enabling":[141],"flexibility":[143],"effectiveness":[145],"subsequent":[148],"For":[150],"provide":[156],"series":[158],"of":[159],"strategies":[161],"based":[162],"on":[163],"enhance":[167],"NeuSemSlice.":[168],"They":[169],"include":[170],"(i.e.,":[173],"neurons)":[175],"preservation":[176],"restructure,":[179],"tuning":[182],"re-adaptation,":[185],"non-critical":[187],"training":[189],"development.":[193],"A":[194],"thorough":[195],"evaluation":[196],"has":[197],"demonstrated":[198],"NeuSemSlice":[200],"significantly":[201],"outperforms":[202],"baselines":[203],"all":[205],"three":[206]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
