{"id":"https://openalex.org/W7123364000","doi":"https://doi.org/10.1109/cdc57313.2025.11311973","title":"AutoLIME and PWA-LIME: towards robust explanations of deep dynamical models","display_name":"AutoLIME and PWA-LIME: towards robust explanations of deep dynamical models","publication_year":2025,"publication_date":"2025-12-09","ids":{"openalex":"https://openalex.org/W7123364000","doi":"https://doi.org/10.1109/cdc57313.2025.11311973"},"language":"en","primary_location":{"id":"doi:10.1109/cdc57313.2025.11311973","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc57313.2025.11311973","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 64th Conference on Decision and Control (CDC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11311973","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093452729","display_name":"Federico Porcari","orcid":null},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Porcari","raw_affiliation_strings":["Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milano,Italy,20133"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milano,Italy,20133","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057454932","display_name":"Valentina Breschi","orcid":"https://orcid.org/0000-0002-1533-7349"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Valentina Breschi","raw_affiliation_strings":["Eindhoven University of Technology,Department of Electrical Engineering,Eindhoven,The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology,Department of Electrical Engineering,Eindhoven,The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059501084","display_name":"Simone Formentin","orcid":"https://orcid.org/0000-0001-6889-6219"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simone Formentin","raw_affiliation_strings":["Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milano,Italy,20133"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Department of Electronics, Information and Bioengineering,Milano,Italy,20133","institution_ids":["https://openalex.org/I93860229"]}]}],"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":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.76200588,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3264","last_page":"3269"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9797999858856201,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9797999858856201,"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":0.006099999882280827,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0015999999595806003,"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/kernel","display_name":"Kernel (algebra)","score":0.5110999941825867},{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.4918000102043152},{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.44940000772476196},{"id":"https://openalex.org/keywords/piecewise","display_name":"Piecewise","score":0.40779998898506165},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.3977999985218048}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5800999999046326},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5218999981880188},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5110999941825867},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49459999799728394},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.4918000102043152},{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.44940000772476196},{"id":"https://openalex.org/C164660894","wikidata":"https://www.wikidata.org/wiki/Q2037833","display_name":"Piecewise","level":2,"score":0.40779998898506165},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.3977999985218048},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3652999997138977},{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.3508000075817108},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34630000591278076},{"id":"https://openalex.org/C33962884","wikidata":"https://www.wikidata.org/wiki/Q378637","display_name":"Dynamical system (definition)","level":3,"score":0.32710000872612},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.3125},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2827000021934509}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cdc57313.2025.11311973","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc57313.2025.11311973","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 64th Conference on Decision and Control (CDC)","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1307666","is_oa":true,"landing_page_url":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11311973","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/1307666","is_oa":true,"landing_page_url":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11311973","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"increasing":[1],"complexity":[2],"of":[3,50,86,97,106],"machine":[4],"learning":[5],"models":[6,96],"highlights":[7],"the":[8,48,104],"need":[9],"for":[10,53,88,93],"interpretability,":[11],"especially":[12],"in":[13,109],"critical":[14],"domains":[15],"requiring":[16],"trust":[17],"and":[18],"transparency.":[19],"Local":[20],"Interpretable":[21],"Model-agnostic":[22],"Explanations":[23],"(LIME)":[24],"is":[25,45],"a":[26,67,83],"popular":[27],"eXplainable":[28],"AI":[29],"(XAI)":[30],"method":[31],"that":[32],"provides":[33],"localized,":[34],"instance-specific":[35],"explanations":[36],"using":[37],"an":[38],"interpretable":[39],"surrogate":[40],"model.":[41],"However,":[42],"its":[43,55],"effectiveness":[44],"limited":[46],"by":[47,62],"lack":[49],"systematic":[51],"guidelines":[52],"tuning":[54],"hyperparameters.":[56],"This":[57],"paper":[58],"addresses":[59],"this":[60],"limitation":[61],"proposing":[63],"Automatic":[64],"LIME":[65,81,87],"(AutoLIME),":[66],"bi-level":[68],"optimization":[69],"framework":[70],"to":[71],"tune":[72],"LIME\u2019s":[73],"kernel":[74],"width.":[75],"Additionally,":[76],"we":[77],"introduce":[78],"PieceWise":[79],"Affine":[80],"(PWA-LIME),":[82],"clustering-based":[84],"extension":[85],"multi-instance":[89],"explanations,":[90],"particularly":[91],"useful":[92],"interpreting":[94],"black-box":[95],"dynamical":[98,112],"systems.":[99],"Preliminary":[100],"numerical":[101],"results":[102],"validate":[103],"potential":[105],"these":[107],"methods":[108],"explaining":[110],"opaque":[111],"models.":[113]},"counts_by_year":[],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2026-01-14T00:00:00"}