{"id":"https://openalex.org/W4387246204","doi":"https://doi.org/10.1145/3626570.3626610","title":"A NetAI Manifesto (Part II): Less Hubris, more Humility","display_name":"A NetAI Manifesto (Part II): Less Hubris, more Humility","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387246204","doi":"https://doi.org/10.1145/3626570.3626610"},"language":"en","primary_location":{"id":"doi:10.1145/3626570.3626610","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626570.3626610","pdf_url":null,"source":{"id":"https://openalex.org/S4210187660","display_name":"ACM SIGMETRICS Performance Evaluation Review","issn_l":"0163-5999","issn":["0163-5999","1557-9484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGMETRICS Performance Evaluation Review","raw_type":"journal-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/A5082255432","display_name":"Walter Willinger","orcid":"https://orcid.org/0000-0002-1384-8188"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Walter Willinger","raw_affiliation_strings":["NIKSUN, Inc"],"affiliations":[{"raw_affiliation_string":"NIKSUN, Inc","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046100948","display_name":"Arpit Gupta","orcid":"https://orcid.org/0000-0002-6378-7440"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arpit Gupta","raw_affiliation_strings":["UCSB"],"affiliations":[{"raw_affiliation_string":"UCSB","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072884806","display_name":"Roman Beltiukov","orcid":"https://orcid.org/0000-0001-8270-0219"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Roman Beltiukov","raw_affiliation_strings":["UCSB"],"affiliations":[{"raw_affiliation_string":"UCSB","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054699755","display_name":"Wenbo Guo","orcid":"https://orcid.org/0000-0002-6890-4503"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenbo Guo","raw_affiliation_strings":["Purdue Univ"],"affiliations":[{"raw_affiliation_string":"Purdue Univ","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5082255432"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1876,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.4819084,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"51","issue":"2","first_page":"109","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9926000237464905,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/manifesto","display_name":"Manifesto","score":0.8643804788589478},{"id":"https://openalex.org/keywords/hubris","display_name":"Hubris","score":0.8041344881057739},{"id":"https://openalex.org/keywords/humility","display_name":"Humility","score":0.7437791228294373},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6280989050865173},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4850262999534607},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.48075219988822937},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3755257725715637},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3641524314880371},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3548154830932617},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.334070086479187},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.21022441983222961},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.17191153764724731},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.16944414377212524},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.152342289686203}],"concepts":[{"id":"https://openalex.org/C2778896172","wikidata":"https://www.wikidata.org/wiki/Q46337","display_name":"Manifesto","level":2,"score":0.8643804788589478},{"id":"https://openalex.org/C99802516","wikidata":"https://www.wikidata.org/wiki/Q735766","display_name":"Hubris","level":2,"score":0.8041344881057739},{"id":"https://openalex.org/C2778456462","wikidata":"https://www.wikidata.org/wiki/Q1186677","display_name":"Humility","level":2,"score":0.7437791228294373},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6280989050865173},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4850262999534607},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.48075219988822937},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3755257725715637},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3641524314880371},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3548154830932617},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.334070086479187},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.21022441983222961},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.17191153764724731},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.16944414377212524},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.152342289686203},{"id":"https://openalex.org/C74916050","wikidata":"https://www.wikidata.org/wiki/Q841090","display_name":"Classics","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3626570.3626610","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626570.3626610","pdf_url":null,"source":{"id":"https://openalex.org/S4210187660","display_name":"ACM SIGMETRICS Performance Evaluation Review","issn_l":"0163-5999","issn":["0163-5999","1557-9484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGMETRICS Performance Evaluation Review","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2079418061","https://openalex.org/W2151352681","https://openalex.org/W2467686148","https://openalex.org/W4239721151","https://openalex.org/W4308632271"],"related_works":["https://openalex.org/W2124276731","https://openalex.org/W1036048407","https://openalex.org/W1185307393","https://openalex.org/W1979324108","https://openalex.org/W2225837912","https://openalex.org/W3197518923","https://openalex.org/W2491243522","https://openalex.org/W1976926003","https://openalex.org/W3117120447","https://openalex.org/W2043324036"],"abstract_inverted_index":{"The":[0],"application":[1],"of":[2,60,90,110,138,147],"the":[3,18,68,84,88,116,134,144,148],"latest":[4],"techniques":[5],"from":[6],"artificial":[7],"intelligence":[8],"(AI)":[9],"and":[10,16,26,92,104,136,180,194,221],"machine":[11],"learning":[12,94],"(ML)":[13],"to":[14,49,66,74,124,132,162,172,184,217],"improve":[15],"automate":[17],"decision-making":[19],"required":[20,183],"for":[21,30,211],"solving":[22],"real-world":[23,195],"network":[24,40],"security":[25],"performance":[27],"problems":[28],"(NetAI,":[29],"short)":[31],"has":[32],"generated":[33],"great":[34],"excitement":[35],"among":[36],"networking":[37],"researchers.":[38],"However,":[39],"operators":[41],"have":[42,73],"remained":[43],"very":[44],"reluctant":[45],"when":[46,175,189],"it":[47],"comes":[48],"deploying":[50],"NetAIbased":[51],"solutions":[52],"in":[53,83,152,177],"their":[54],"production":[55,178],"networks.":[56],"In":[57,96],"Part":[58],"I":[59],"this":[61,97,107],"manifesto,":[62],"we":[63,99],"argue":[64],"that":[65,86,106,115,141,168,202,215],"gain":[67],"operators'":[69],"trust,":[70],"researchers":[71],"will":[72,113,159],"pursue":[75],"a":[76,125,207],"more":[77],"scientific":[78],"approach":[79],"towards":[80],"NetAI":[81,111,121],"than":[82,130],"past":[85],"endeavors":[87],"development":[89],"explainable":[91],"generalizable":[93],"models.":[95],"paper,":[98],"go":[100],"one":[101,199],"step":[102],"further":[103],"posit":[105],"\"opening":[108],"up":[109],"research\"":[112],"require":[114],"largely":[117,142],"self-assured":[118],"hubris":[119],"about":[120],"gives":[122],"way":[123],"healthy":[126],"dose":[127],"humility.":[128],"Rather":[129],"continuing":[131],"extol":[133],"virtues":[135],"\"magic\"":[137],"black-box":[139],"models":[140,214],"obfuscate":[143],"critical":[145],"role":[146],"utilized":[149],"data":[150],"play":[151],"training":[153],"these":[154,219],"models,":[155],"concerted":[156],"research":[157],"efforts":[158],"be":[160,170],"needed":[161],"design":[163],"NetAI-driven":[164],"agents":[165],"or":[166],"systems":[167],"can":[169],"expected":[171],"perform":[173],"well":[174],"deployed":[176],"settings":[179],"are":[181],"also":[182],"exhibit":[185],"strong":[186],"robustness":[187],"properties":[188],"faced":[190],"with":[191],"ambiguous":[192],"situations":[193],"uncertainties.":[196],"We":[197],"describe":[198],"such":[200],"effort":[201],"is":[203],"aimed":[204],"at":[205],"developing":[206],"new":[208],"ML":[209],"pipeline":[210],"generating":[212],"trained":[213],"strive":[216],"meet":[218],"expectations":[220],"requirements.":[222]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}