{"id":"https://openalex.org/W2951126327","doi":"https://doi.org/10.1145/3292500.3330886","title":"Discovering Unexpected Local Nonlinear Interactions in Scientific Black-box Models","display_name":"Discovering Unexpected Local Nonlinear Interactions in Scientific Black-box Models","publication_year":2019,"publication_date":"2019-07-25","ids":{"openalex":"https://openalex.org/W2951126327","doi":"https://doi.org/10.1145/3292500.3330886","mag":"2951126327"},"language":"en","primary_location":{"id":"doi:10.1145/3292500.3330886","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3292500.3330886","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3292500.3330886","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3292500.3330886","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020058004","display_name":"Michael Doron","orcid":"https://orcid.org/0000-0002-3532-0237"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Michael Doron","raw_affiliation_strings":["Hebrew University of Jerusalem, Jerusalem, Israel"],"affiliations":[{"raw_affiliation_string":"Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025022011","display_name":"Idan Segev","orcid":"https://orcid.org/0000-0001-7279-9630"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Idan Segev","raw_affiliation_strings":["Hebrew University of Jerusalem, Jerusalem, Israel"],"affiliations":[{"raw_affiliation_string":"Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009660759","display_name":"Dafna Shahaf","orcid":"https://orcid.org/0000-0003-3261-0818"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Dafna Shahaf","raw_affiliation_strings":["Hebrew University of Jerusalem, Jerusalem, Israel"],"affiliations":[{"raw_affiliation_string":"Hebrew University of Jerusalem, Jerusalem, Israel","institution_ids":["https://openalex.org/I197251160"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020058004"],"corresponding_institution_ids":["https://openalex.org/I197251160"],"apc_list":null,"apc_paid":null,"fwci":0.3722,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.5933875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"425","last_page":"435"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9897000193595886,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7471195459365845},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6305556297302246},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.6297897100448608},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.4871754050254822},{"id":"https://openalex.org/keywords/computational-model","display_name":"Computational model","score":0.47303885221481323},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46349096298217773},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.45461803674697876},{"id":"https://openalex.org/keywords/scientific-discovery","display_name":"Scientific discovery","score":0.45106321573257446},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.44929635524749756},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4208013415336609},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.417752742767334},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3910777270793915},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.35411280393600464},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.15896031260490417},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09536212682723999}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7471195459365845},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6305556297302246},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.6297897100448608},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.4871754050254822},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.47303885221481323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46349096298217773},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.45461803674697876},{"id":"https://openalex.org/C2984917352","wikidata":"https://www.wikidata.org/wiki/Q12772819","display_name":"Scientific discovery","level":2,"score":0.45106321573257446},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.44929635524749756},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4208013415336609},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.417752742767334},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3910777270793915},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35411280393600464},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.15896031260490417},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09536212682723999},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3292500.3330886","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3292500.3330886","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3292500.3330886","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3292500.3330886","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3292500.3330886","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3292500.3330886","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.5799999833106995,"display_name":"Responsible consumption and production"}],"awards":[{"id":"https://openalex.org/G3648619549","display_name":null,"funder_award_id":"1764/15","funder_id":"https://openalex.org/F4320322252","funder_display_name":"Israel Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320320033","display_name":"Gatsby Charitable Foundation","ror":"https://ror.org/0290hax27"},{"id":"https://openalex.org/F4320320915","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052"},{"id":"https://openalex.org/F4320321950","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017"},{"id":"https://openalex.org/F4320322252","display_name":"Israel Science Foundation","ror":"https://ror.org/04sazxf24"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2951126327.pdf","grobid_xml":"https://content.openalex.org/works/W2951126327.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W80906861","https://openalex.org/W951506702","https://openalex.org/W1537267296","https://openalex.org/W1556631438","https://openalex.org/W1645542202","https://openalex.org/W1678356000","https://openalex.org/W1763296052","https://openalex.org/W1940417817","https://openalex.org/W1968026088","https://openalex.org/W1971335223","https://openalex.org/W1971350362","https://openalex.org/W1975026527","https://openalex.org/W1976250378","https://openalex.org/W1976628086","https://openalex.org/W1979769287","https://openalex.org/W1988757393","https://openalex.org/W1995494078","https://openalex.org/W2020104881","https://openalex.org/W2034806191","https://openalex.org/W2038879792","https://openalex.org/W2046945713","https://openalex.org/W2048231652","https://openalex.org/W2057841956","https://openalex.org/W2065416066","https://openalex.org/W2077951166","https://openalex.org/W2085537965","https://openalex.org/W2094839437","https://openalex.org/W2096956157","https://openalex.org/W2114804859","https://openalex.org/W2117113597","https://openalex.org/W2119443761","https://openalex.org/W2126403492","https://openalex.org/W2152781875","https://openalex.org/W2168025484","https://openalex.org/W2516809705","https://openalex.org/W2594165570","https://openalex.org/W2620912394","https://openalex.org/W2747517156","https://openalex.org/W2767113743","https://openalex.org/W2767528263","https://openalex.org/W2792807660","https://openalex.org/W2810511505","https://openalex.org/W2896377340","https://openalex.org/W3099967679","https://openalex.org/W3128452405","https://openalex.org/W4399650065"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2487162673","https://openalex.org/W2793211469","https://openalex.org/W2949152769","https://openalex.org/W4372354731","https://openalex.org/W2942366970","https://openalex.org/W2807634898","https://openalex.org/W4321353415","https://openalex.org/W4385437088","https://openalex.org/W4366506416"],"abstract_inverted_index":{"Scientific":[0],"computational":[1,125],"models":[2,29,59,107,153],"are":[3,13,84],"crucial":[4],"for":[5,16],"analyzing":[6],"and":[7,22,55,60,108,112,128,156,159],"understanding":[8],"complex":[9,20],"real-life":[10],"systems":[11],"that":[12,52,83,136,166],"otherwise":[14],"difficult":[15],"experimentation.":[17],"However,":[18],"the":[19,23,35,66,70,77,87,141,164],"behavior":[21],"vast":[24],"input-output":[25,67],"space":[26,68],"of":[27,37,69,79,143,163,168],"these":[28],"often":[30],"make":[31],"them":[32],"opaque,":[33],"slowing":[34],"discovery":[36,78],"novel":[38],"phenomena.":[39],"In":[40],"this":[41,90],"work,":[42],"we":[43,95,147],"present":[44],"HINT":[45,122,149],"(Hessian":[46],"INTerestingness)":[47],"--":[48],"a":[49],"new":[50,161],"algorithm":[51],"can":[53],"automatically":[54],"systematically":[56],"explore":[57],"black-box":[58],"highlight":[61],"local":[62],"nonlinear":[63],"interactions":[64,103],"in":[65,104],"model.":[71],"This":[72],"tool":[73],"aims":[74],"to":[75,86,98,123,131,170],"facilitate":[76],"interesting":[80],"model":[81,165],"behaviors":[82,162],"unknown":[85],"researchers.":[88],"Using":[89],"simple":[91],"yet":[92],"powerful":[93],"tool,":[94],"were":[96,129,137,167],"able":[97,130],"correctly":[99],"rank":[100],"all":[101],"pairwise":[102],"known":[105],"benchmark":[106],"do":[109],"so":[110],"faster":[111],"with":[113],"greater":[114],"accuracy":[115],"than":[116],"state-of-the-art":[117],"methods.":[118],"We":[119],"further":[120],"applied":[121],"existing":[124],"neuroscience":[126,155],"models,":[127],"reproduce":[132],"important":[133],"scientific":[134],"discoveries":[135],"published":[138],"years":[139],"after":[140],"creation":[142],"those":[144],"models.":[145],"Finally,":[146],"ran":[148],"on":[150],"two":[151],"real-world":[152],"(in":[154],"earth":[157],"science)":[158],"found":[160],"value":[169],"domain":[171],"experts.":[172]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}