{"id":"https://openalex.org/W4283212604","doi":"https://doi.org/10.1109/infocomwkshps54753.2022.9798283","title":"Impact of Subjectivity in Deep Reinforcement Learning based Defense of Cloud Storage","display_name":"Impact of Subjectivity in Deep Reinforcement Learning based Defense of Cloud Storage","publication_year":2022,"publication_date":"2022-05-02","ids":{"openalex":"https://openalex.org/W4283212604","doi":"https://doi.org/10.1109/infocomwkshps54753.2022.9798283"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps54753.2022.9798283","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps54753.2022.9798283","pdf_url":null,"source":{"id":"https://openalex.org/S4363607985","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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/A5073796836","display_name":"Zahra Aref","orcid":"https://orcid.org/0009-0002-9665-2515"},"institutions":[{"id":"https://openalex.org/I4210096112","display_name":"Rutgers Sexual and Reproductive Health and Rights","ror":"https://ror.org/00rcvgx40","country_code":"NL","type":"other","lineage":["https://openalex.org/I4210096112"]},{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["NL","US"],"is_corresponding":true,"raw_author_name":"Zahra Aref","raw_affiliation_strings":["Rutgers University,Electrical and Computer Engineering,New Jersey,US","Electrical and Computer Engineering, Rutgers University, New Jersey, US"],"affiliations":[{"raw_affiliation_string":"Rutgers University,Electrical and Computer Engineering,New Jersey,US","institution_ids":["https://openalex.org/I102322142","https://openalex.org/I4210096112"]},{"raw_affiliation_string":"Electrical and Computer Engineering, Rutgers University, New Jersey, US","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055303802","display_name":"Narayan B. Mandayam","orcid":"https://orcid.org/0000-0001-5744-0814"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Narayan B. Mandayam","raw_affiliation_strings":["Rutgers University,WINLAB,Department of ECE,New Jersey,US","Department of ECE, WINLAB, Rutgers University, New Jersey, US"],"affiliations":[{"raw_affiliation_string":"Rutgers University,WINLAB,Department of ECE,New Jersey,US","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Department of ECE, WINLAB, Rutgers University, New Jersey, US","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5073796836"],"corresponding_institution_ids":["https://openalex.org/I102322142","https://openalex.org/I4210096112"],"apc_list":null,"apc_paid":null,"fwci":0.5829,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.66038283,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9839000105857849,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/subjectivity","display_name":"Subjectivity","score":0.7355123162269592},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7288557291030884},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7179581522941589},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6415783166885376},{"id":"https://openalex.org/keywords/cloud-storage","display_name":"Cloud storage","score":0.5761942863464355},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.43952205777168274},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3766788840293884},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12263694405555725},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.0610831081867218}],"concepts":[{"id":"https://openalex.org/C202889954","wikidata":"https://www.wikidata.org/wiki/Q1139554","display_name":"Subjectivity","level":2,"score":0.7355123162269592},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7288557291030884},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7179581522941589},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6415783166885376},{"id":"https://openalex.org/C2777059624","wikidata":"https://www.wikidata.org/wiki/Q914359","display_name":"Cloud storage","level":3,"score":0.5761942863464355},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.43952205777168274},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3766788840293884},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12263694405555725},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0610831081867218},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocomwkshps54753.2022.9798283","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps54753.2022.9798283","pdf_url":null,"source":{"id":"https://openalex.org/S4363607985","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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":10,"referenced_works":["https://openalex.org/W2099161251","https://openalex.org/W2145339207","https://openalex.org/W2582259743","https://openalex.org/W2769883686","https://openalex.org/W2789266794","https://openalex.org/W2818789173","https://openalex.org/W2945132367","https://openalex.org/W2963492322","https://openalex.org/W3011865677","https://openalex.org/W3202473527"],"related_works":["https://openalex.org/W2392615731","https://openalex.org/W2380604072","https://openalex.org/W2376320687","https://openalex.org/W4256356876","https://openalex.org/W2394235543","https://openalex.org/W2373226572","https://openalex.org/W4383890670","https://openalex.org/W2343691239","https://openalex.org/W2912039559","https://openalex.org/W1880436784"],"abstract_inverted_index":{"Cloud":[0],"storage":[1,57,71],"is":[2,27,47,139,193],"a":[3,11,20,87,97,113,122,186],"target":[4],"of":[5,31,54,93,99,101,112,149],"advanced":[6],"persistent":[7],"threats":[8],"(APTs),":[9],"where":[10],"sophisticated":[12,123],"adversary":[13],"attempts":[14,79],"to":[15,37,49,65,80],"steal":[16,81],"sensitive":[17],"data":[18,174],"in":[19,59,144],"continuous":[21],"manner.":[22],"Human":[23],"monitoring":[24],"and":[25,67,96],"intervention":[26],"an":[28,74,165],"integral":[29],"part":[30],"the":[32,51,55,69,84,90,102,109,133,137,146,150,157,163,177,181],"reinforcement":[33],"learning":[34],"(RL)":[35],"approaches":[36],"defend":[38],"against":[39,73,121],"APTs.":[40],"In":[41],"this":[42],"paper,":[43],"prospect":[44],"theory":[45],"(PT)":[46],"used":[48],"model":[50],"subjective":[52,142],"behavior":[53],"cloud":[56,70],"defender":[58,138,158,182],"assigning":[60],"computing":[61],"resources":[62,161],"(processing":[63],"units)":[64],"scan":[66],"monitor":[68],"system":[72],"APT":[75],"attacker":[76],"bot,":[77],"which":[78],"information":[82],"from":[83],"cloud.":[85],"Under":[86],"constraint":[88],"on":[89],"total":[91],"number":[92],"processing":[94,147],"units":[95,148],"lack":[98],"knowledge":[100],"opponent\u2019s":[103],"resource":[104],"allocation":[105],"strategy,":[106],"we":[107],"study":[108],"defense":[110,167,188],"performance":[111],"federated":[114],"maximum-likelihood":[115],"deep":[116,126],"Q-network":[117,127],"(FMLDQ)":[118],"RL":[119,129,134],"algorithm":[120],"branching":[124],"dueling":[125],"(BDQ)":[128],"attack":[130],"algorithm.":[131],"Specifically,":[132],"strategy":[135,168,189],"for":[136],"affected":[140],"by":[141],"decisions":[143],"estimating":[145],"attacker.":[151],"Simulation":[152],"results":[153],"show":[154],"that":[155],"when":[156,180],"has":[159,183],"more":[160],"than":[162],"attacker,":[164],"EUT-based":[166],"(without":[169],"human":[170,191],"intervention)":[171,192],"yields":[172],"better":[173],"protection.":[175],"On":[176],"other":[178],"hand,":[179],"fewer":[184],"resources,":[185],"PT-based":[187],"(with":[190],"better.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
