{"id":"https://openalex.org/W4415932587","doi":"https://doi.org/10.1007/s41781-025-00148-1","title":"Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations","display_name":"Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations","publication_year":2025,"publication_date":"2025-11-05","ids":{"openalex":"https://openalex.org/W4415932587","doi":"https://doi.org/10.1007/s41781-025-00148-1"},"language":"en","primary_location":{"id":"doi:10.1007/s41781-025-00148-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41781-025-00148-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41781-025-00148-1.pdf","source":{"id":"https://openalex.org/S4210229695","display_name":"Computing and Software for Big Science","issn_l":"2510-2036","issn":["2510-2036","2510-2044"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Software for Big Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s41781-025-00148-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080764714","display_name":"Lucie Flek","orcid":"https://orcid.org/0000-0002-5995-8454"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]},{"id":"https://openalex.org/I4210164149","display_name":"Bonn Aachen International Center for Information Technology","ror":"https://ror.org/054zhq066","country_code":"DE","type":"facility","lineage":["https://openalex.org/I135140700","https://openalex.org/I155417937","https://openalex.org/I4210164149","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Lucie Flek","raw_affiliation_strings":["Bonn-Aachen Institute of Technology, University of Bonn, Bonn, Germany"],"affiliations":[{"raw_affiliation_string":"Bonn-Aachen Institute of Technology, University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210164149"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Philipp Alexander Jung","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Alexander Jung","raw_affiliation_strings":["Physics Institute III A, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Physics Institute III A, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033083905","display_name":"Akbar Karimi","orcid":"https://orcid.org/0000-0002-5132-2435"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]},{"id":"https://openalex.org/I4210164149","display_name":"Bonn Aachen International Center for Information Technology","ror":"https://ror.org/054zhq066","country_code":"DE","type":"facility","lineage":["https://openalex.org/I135140700","https://openalex.org/I155417937","https://openalex.org/I4210164149","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Akbar Karimi","raw_affiliation_strings":["Bonn-Aachen Institute of Technology, University of Bonn, Bonn, Germany"],"affiliations":[{"raw_affiliation_string":"Bonn-Aachen Institute of Technology, University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210164149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115860972","display_name":"Timo Saala","orcid":null},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Timo Saala","raw_affiliation_strings":["Institute of Physics, University of Bonn, Bonn, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Physics, University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032889046","display_name":"Alexander Schmidt","orcid":"https://orcid.org/0000-0001-7090-2198"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Schmidt","raw_affiliation_strings":["Physics Institute III A, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Physics Institute III A, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104534861","display_name":"Matthias Schott","orcid":"https://orcid.org/0000-0002-4235-7265"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Schott","raw_affiliation_strings":["Institute of Physics, University of Bonn, Bonn, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Physics, University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079541904","display_name":"Philipp Soldin","orcid":"https://orcid.org/0000-0003-1761-2495"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Soldin","raw_affiliation_strings":["Physics Institute III B, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Physics Institute III B, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007632658","display_name":"C. H. Wiebusch","orcid":"https://orcid.org/0000-0002-6418-3008"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christopher Wiebusch","raw_affiliation_strings":["Physics Institute III B, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Physics Institute III B, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5080764714"],"corresponding_institution_ids":["https://openalex.org/I135140700","https://openalex.org/I4210164149"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3280},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3280},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16614838,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9010000228881836,"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":0.9010000228881836,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.023800000548362732,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.012199999764561653,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.8910999894142151},{"id":"https://openalex.org/keywords/observable","display_name":"Observable","score":0.6987000107765198},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6067000031471252},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5188999772071838},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.41929998993873596},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.3418000042438507}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8910999894142151},{"id":"https://openalex.org/C32848918","wikidata":"https://www.wikidata.org/wiki/Q845789","display_name":"Observable","level":2,"score":0.6987000107765198},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6067000031471252},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5325999855995178},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5188999772071838},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4659999907016754},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.41929998993873596},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.34769999980926514},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.3418000042438507},{"id":"https://openalex.org/C137002209","wikidata":"https://www.wikidata.org/wiki/Q898521","display_name":"Hidden variable theory","level":3,"score":0.3190999925136566},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C149441793","wikidata":"https://www.wikidata.org/wiki/Q200726","display_name":"Probability distribution","level":2,"score":0.3025999963283539},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28760001063346863},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2815000116825104},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2599000036716461},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25189998745918274}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s41781-025-00148-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41781-025-00148-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41781-025-00148-1.pdf","source":{"id":"https://openalex.org/S4210229695","display_name":"Computing and Software for Big Science","issn_l":"2510-2036","issn":["2510-2036","2510-2044"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Software for Big Science","raw_type":"journal-article"},{"id":"pmh:oai:publications.rwth-aachen.de:1032603","is_oa":true,"landing_page_url":"https://publications.rwth-aachen.de/record/1032603","pdf_url":null,"source":{"id":"https://openalex.org/S4306401362","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"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":"Computing and software for big science 9(1), 19 (2025). doi:10.1007/s41781-025-00148-1","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s41781-025-00148-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41781-025-00148-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41781-025-00148-1.pdf","source":{"id":"https://openalex.org/S4210229695","display_name":"Computing and Software for Big Science","issn_l":"2510-2036","issn":["2510-2036","2510-2044"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Software for Big Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2622980830","display_name":null,"funder_award_id":"05D23UM1","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320324900","display_name":"Rheinische Friedrich-Wilhelms-Universit\u00e4t Bonn","ror":"https://ror.org/041nas322"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415932587.pdf","grobid_xml":"https://content.openalex.org/works/W4415932587.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2007339694","https://openalex.org/W2056716515","https://openalex.org/W2151512268","https://openalex.org/W2162800060","https://openalex.org/W2243397390","https://openalex.org/W2810437889","https://openalex.org/W2837143805","https://openalex.org/W2916245928","https://openalex.org/W3003257820","https://openalex.org/W3015505405","https://openalex.org/W3035524670","https://openalex.org/W3048847482","https://openalex.org/W4232091795","https://openalex.org/W4313439128","https://openalex.org/W4390988178","https://openalex.org/W6884898520","https://openalex.org/W6902462297","https://openalex.org/W6902499241","https://openalex.org/W6940231288","https://openalex.org/W6959068145","https://openalex.org/W6977558428","https://openalex.org/W6977746798","https://openalex.org/W6977833677"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Correlations":[1],"between":[2,56,90,132],"input":[3,133],"parameters":[4],"play":[5],"a":[6,75,110,179],"crucial":[7,137],"role":[8],"in":[9,26,43,92,109,113,116,138,171],"many":[10,47,139],"scientific":[11],"classification":[12,37,114,149],"tasks,":[13,150],"since":[14],"these":[15],"are":[16,58,135],"often":[17,59],"related":[18],"to":[19],"fundamental":[20,51,184],"laws":[21],"of":[22,38,53,66,102,119,190],"nature.":[23],"For":[24],"example,":[25],"high":[27],"energy":[28],"physics,":[29],"one":[30],"common":[31],"deep":[32],"learning":[33],"use-case":[34],"is":[35],"the":[36,50,54,63,67,88,93,103,117,123,144],"signal":[39],"and":[40,173],"background":[41],"processes":[42],"particle":[44,153],"collisions.":[45],"In":[46,70],"such":[48],"cases,":[49],"principles":[52],"correlations":[55,89,131],"observables":[57,68,91],"better":[60],"understood":[61],"than":[62,96],"actual":[64],"distributions":[65],"themselves.":[69],"this":[71,187],"work,":[72],"we":[73,142],"present":[74],"new":[76,188],"adversarial":[77,127,191],"attack":[78,106,192],"algorithm":[79],"called":[80],"Random":[81],"Distribution":[82],"Shuffle":[83],"Attack":[84],"(RDSA)":[85],",":[86],"emphasizing":[87],"network":[94],"rather":[95],"individual":[97],"feature":[98],"characteristics.":[99],"Correct":[100],"application":[101],"proposed":[104],"novel":[105],"can":[107],"result":[108],"significant":[111],"improvement":[112],"performance\u2014particularly":[115],"context":[118],"data":[120],"augmentation\u2014when":[121],"using":[122],"generated":[124],"adversaries":[125],"within":[126],"training.":[128],"Given":[129],"that":[130],"features":[134],"also":[136],"other":[140],"disciplines,":[141],"demonstrate":[143],"RDSA":[145],"effectiveness":[146],"on":[147],"six":[148],"including":[151],"two":[152],"collision":[154],"challenges":[155],"(using":[156],"CERN":[157],"Open":[158],"Data),":[159],"hand-written":[160],"digit":[161],"recognition":[162,166],"(MNIST784),":[163],"human":[164],"activity":[165],"(HAR),":[167],"weather":[168],"forecasting":[169],"(Rain":[170],"Australia),":[172],"ICU":[174],"patient":[175],"mortality":[176],"(MIMIC-IV),":[177],"demonstrating":[178],"general":[180],"use":[181],"case":[182],"beyond":[183],"physics":[185],"for":[186],"type":[189],"algorithm.":[193]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-11-05T00:00:00"}