{"id":"https://openalex.org/W4415884147","doi":"https://doi.org/10.1109/icpm66919.2025.11220730","title":"Enhanced What-If Scenarios Generation by Bridging Generative Models and Process Simulation","display_name":"Enhanced What-If Scenarios Generation by Bridging Generative Models and Process Simulation","publication_year":2025,"publication_date":"2025-10-20","ids":{"openalex":"https://openalex.org/W4415884147","doi":"https://doi.org/10.1109/icpm66919.2025.11220730"},"language":null,"primary_location":{"id":"doi:10.1109/icpm66919.2025.11220730","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpm66919.2025.11220730","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 7th International Conference on Process Mining (ICPM)","raw_type":"proceedings-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/A5003989661","display_name":"Andrei Buliga","orcid":"https://orcid.org/0000-0002-8179-9146"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Andrei Buliga","raw_affiliation_strings":["Fondazione Bruno Kessler,Trento,Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler,Trento,Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081831626","display_name":"Francesca Meneghello","orcid":"https://orcid.org/0000-0002-9905-0360"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Meneghello","raw_affiliation_strings":["Free University of Bozen-Bolzano,Bolzano,Italy"],"affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano,Bolzano,Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012210621","display_name":"Riccardo Graziosi","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Graziosi","raw_affiliation_strings":["Sapienza University of Rome,Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome,Rome,Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053242235","display_name":"Massimiliano Ronzani","orcid":"https://orcid.org/0000-0001-7277-2999"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimiliano Ronzani","raw_affiliation_strings":["Sapienza University of Rome,Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome,Rome,Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003989661"],"corresponding_institution_ids":["https://openalex.org/I2277624104"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.5291734,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13287","display_name":"Robotic Process Automation Applications","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T13643","display_name":"Artificial Intelligence in Law","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7702000141143799},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.7279999852180481},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6396999955177307},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6251000165939331},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.447299987077713},{"id":"https://openalex.org/keywords/process-modeling","display_name":"Process modeling","score":0.4032999873161316},{"id":"https://openalex.org/keywords/data-driven","display_name":"Data-driven","score":0.3700999915599823}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7702000141143799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7299000024795532},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.7279999852180481},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6396999955177307},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6251000165939331},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47290000319480896},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.447299987077713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4187000095844269},{"id":"https://openalex.org/C76956256","wikidata":"https://www.wikidata.org/wiki/Q27610560","display_name":"Process modeling","level":3,"score":0.4032999873161316},{"id":"https://openalex.org/C2780440489","wikidata":"https://www.wikidata.org/wiki/Q5227278","display_name":"Data-driven","level":2,"score":0.3700999915599823},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.3508000075817108},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.34700000286102295},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.3190000057220459},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.31679999828338623},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.31630000472068787},{"id":"https://openalex.org/C80309976","wikidata":"https://www.wikidata.org/wiki/Q7007379","display_name":"Business process management","level":4,"score":0.30570000410079956},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.25}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpm66919.2025.11220730","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpm66919.2025.11220730","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 7th International Conference on Process Mining (ICPM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1843425376","https://openalex.org/W2102077607","https://openalex.org/W2222512263","https://openalex.org/W2581522324","https://openalex.org/W3133048381","https://openalex.org/W3151527472","https://openalex.org/W3178234265","https://openalex.org/W4220864974","https://openalex.org/W4243932450","https://openalex.org/W4285280214","https://openalex.org/W4285303785","https://openalex.org/W4311591879","https://openalex.org/W4379794108","https://openalex.org/W4386315421","https://openalex.org/W4387453363","https://openalex.org/W4387469937","https://openalex.org/W4395958175","https://openalex.org/W4395962267","https://openalex.org/W4399243197","https://openalex.org/W4401944163","https://openalex.org/W4402836039","https://openalex.org/W4402836117","https://openalex.org/W4409454650","https://openalex.org/W4410540577"],"related_works":[],"abstract_inverted_index":{"Generative":[0],"Artificial":[1],"Intelligence":[2],"(GenAI)":[3],"techniques":[4],"have":[5],"recently":[6],"emerged":[7],"as":[8,17,60],"promising":[9],"tools":[10],"for":[11,197,254],"challenges":[12],"in":[13,44,83,100,247,259],"Process":[14,89],"Mining":[15],"such":[16,59],"missing":[18],"data,":[19],"small":[20],"datasets,":[21],"and":[22,64,73,97,132,154,166,173,189,201,235,250],"the":[23,71,84,101,111,176,181,219,248],"generation":[24,142,200,257],"of":[25,32,41,75,103,113,222],"complex":[26,106,155],"what-if":[27,107],"scenarios.":[28],"A":[29],"major":[30],"limitation":[31,68],"current":[33],"approaches":[34],"is":[35],"their":[36,203,225],"inability":[37],"to":[38,54,121,170,217],"produce":[39],"sets":[40],"process":[42,95,198,223,238,260],"traces":[43,230],"a":[45,139,244],"mutually":[46],"dependent":[47],"manner.":[48],"Traces":[49],"are":[50,163,232],"generated":[51,76],"independently,":[52],"failing":[53],"reflect":[55],"crucial":[56],"process-level":[57],"phenomena":[58],"concurrency,":[61],"resource":[62],"contention,":[63],"workload":[65],"distribution.":[66],"This":[67,240],"significantly":[69],"reduces":[70],"realism":[72],"utility":[74],"logs,":[77],"yet":[78],"has":[79],"received":[80],"limited":[81],"attention":[82],"literature.":[85],"In":[86],"contrast,":[87],"Business":[88],"Simulation":[90],"(BPS)":[91],"excels":[92],"at":[93,175],"preserving":[94],"constraints":[96],"interdependencies.":[98],"However,":[99],"presence":[102],"specific":[104],"or":[105],"scenarios,":[108],"this":[109],"requires":[110],"adjustment":[112],"several":[114,194],"simulation":[115],"parameters,":[116],"which":[117,162],"can":[118],"be":[119],"challenging":[120],"achieve.":[122],"Motivated":[123],"by":[124],"these":[125],"issues,":[126],"where":[127],"generative":[128,160,187,214],"methods":[129,134,196,215,258],"lack":[130,135],"consistency":[131,172],"BPS":[133,169,228],"flexibility,":[136],"we":[137],"propose":[138],"novel":[140],"data":[141,199],"framework":[143],"combining":[144],"GenAI":[145],"with":[146,227,237],"BPS.":[147],"The":[148],"proposed":[149],"approach":[150,182,242],"enables":[151],"generating":[152],"diverse":[153,234],"whatif":[156],"scenarios":[157],"via":[158,185],"data-driven":[159],"models,":[161],"then":[164],"validated":[165],"refined":[167],"through":[168],"ensure":[171],"feasibility":[174],"log":[177],"level.":[178],"We":[179,192],"call":[180],"What-If":[183],"Scenarios":[184],"Data-driven":[186],"mOdels":[188],"siMulation":[190],"(WISDOM).":[191],"compare":[193],"existing":[195],"assess":[202],"outputs":[204],"using":[205],"an":[206],"established":[207],"evaluation":[208],"framework.":[209],"Results":[210],"show":[211],"that":[212,231],"while":[213],"fail":[216],"capture":[218],"full":[220],"intricacies":[221],"behaviour,":[224],"integration":[226],"produces":[229],"both":[233],"compliant":[236],"constraints.":[239],"hybrid":[241],"addresses":[243],"critical":[245],"gap":[246],"literature":[249],"opens":[251],"new":[252],"avenues":[253],"robust,":[255],"simulation-grounded":[256],"mining.":[261]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-11-04T00:00:00"}