{"id":"https://openalex.org/W7162581796","doi":"https://doi.org/10.1016/j.neunet.2026.109186","title":"Point-wise conditional diffusion models for physical systems with shape variations: Applications to spatio-temporal and large-scale systems","display_name":"Point-wise conditional diffusion models for physical systems with shape variations: Applications to spatio-temporal and large-scale systems","publication_year":2026,"publication_date":"2026-05-27","ids":{"openalex":"https://openalex.org/W7162581796","doi":"https://doi.org/10.1016/j.neunet.2026.109186","pmid":"https://pubmed.ncbi.nlm.nih.gov/42235477"},"language":"en","primary_location":{"id":"doi:10.1016/j.neunet.2026.109186","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.109186","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5032837167","display_name":"Jiyong Kim","orcid":"https://orcid.org/0000-0002-9999-736X"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jiyong Kim","raw_affiliation_strings":["Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34051, Republic of Korea. Electronic address: sbo05050@kaist.ac.kr"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34051, Republic of Korea. Electronic address: sbo05050@kaist.ac.kr","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137101704","display_name":"Sunwoong Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Sunwoong Yang","raw_affiliation_strings":["Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34051, Republic of Korea; Department of Mechanical Engineering, Hanyang University, Ansan, 15588, Republic of Korea. Electronic address: sunwoongy@hanyang.ac.kr"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34051, Republic of Korea; Department of Mechanical Engineering, Hanyang University, Ansan, 15588, Republic of Korea. Electronic address: sunwoongy@hanyang.ac.kr","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137125837","display_name":"Namwoo Kang","orcid":"https://orcid.org/0000-0003-3475-7477"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Namwoo Kang","raw_affiliation_strings":["Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34051, Republic of Korea; Narnia Labs, Daejeon, 34051, Republic of Korea. Electronic address: nwkang@kaist.ac.kr"],"raw_orcid":"https://orcid.org/0000-0003-3475-7477","affiliations":[{"raw_affiliation_string":"Cho Chun Shik Graduate School of Mobility, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34051, Republic of Korea; Narnia Labs, Daejeon, 34051, Republic of Korea. Electronic address: nwkang@kaist.ac.kr","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5137101704","https://openalex.org/A5137125837"],"corresponding_institution_ids":["https://openalex.org/I157485424","https://openalex.org/I4575257"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.8813901,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"203","issue":null,"first_page":"109186","last_page":"109186"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.3264999985694885,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.3264999985694885,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12100","display_name":"Advanced Mathematical Modeling in Engineering","score":0.09229999780654907,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12056","display_name":"Markov Chains and Monte Carlo Methods","score":0.04619999974966049,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/physical-system","display_name":"Physical system","score":0.6090999841690063},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4729999899864197},{"id":"https://openalex.org/keywords/complex-system","display_name":"Complex system","score":0.32179999351501465},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.31690001487731934}],"concepts":[{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.6090999841690063},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4729999899864197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46059998869895935},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.4189999997615814},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3682999908924103},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34119999408721924},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3328000009059906},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.32179999351501465},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2522999942302704}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.neunet.2026.109186","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2026.109186","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},{"id":"pmid:42235477","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42235477","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural networks : the official journal of the International Neural Network Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321681","display_name":"Ministry of Trade, Industry and Energy","ror":"https://ror.org/008nkqk13"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2947047078","https://openalex.org/W2979786244","https://openalex.org/W3036063661","https://openalex.org/W4200150166","https://openalex.org/W4221019179","https://openalex.org/W4283374259","https://openalex.org/W4313715577","https://openalex.org/W4318978575","https://openalex.org/W4386064721","https://openalex.org/W4387530909","https://openalex.org/W4388654737","https://openalex.org/W4393177831","https://openalex.org/W4400880443","https://openalex.org/W4401158450","https://openalex.org/W4404840050","https://openalex.org/W4405431140","https://openalex.org/W4406062916","https://openalex.org/W4407938843","https://openalex.org/W4408645443","https://openalex.org/W4408853857","https://openalex.org/W4411867064","https://openalex.org/W4413007916","https://openalex.org/W4413143486","https://openalex.org/W4413578170","https://openalex.org/W4414592067","https://openalex.org/W4415598760"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-05T06:17:00.636019","created_date":"2026-05-28T00:00:00"}
