{"id":"https://openalex.org/W4409584080","doi":"https://doi.org/10.1115/1.4068483","title":"Adaptive Network Intervention for Complex Systems: A Hierarchical Graph Reinforcement Learning Approach","display_name":"Adaptive Network Intervention for Complex Systems: A Hierarchical Graph Reinforcement Learning Approach","publication_year":2025,"publication_date":"2025-04-18","ids":{"openalex":"https://openalex.org/W4409584080","doi":"https://doi.org/10.1115/1.4068483"},"language":"en","primary_location":{"id":"doi:10.1115/1.4068483","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4068483","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4068483/7467114/jcise-24-1571.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4068483/7467114/jcise-24-1571.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019153640","display_name":"Qiliang Chen","orcid":"https://orcid.org/0000-0002-1457-4983"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Qiliang Chen","raw_affiliation_strings":["Northeastern University Department of Mechanical and Industrial Engineering, Institute of Experiential AI, and Network Science Institute, , , \u00a0","ss: 360 Huntington Ave. Boston, MA 02135"],"affiliations":[{"raw_affiliation_string":"Northeastern University Department of Mechanical and Industrial Engineering, Institute of Experiential AI, and Network Science Institute, , , \u00a0","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"ss: 360 Huntington Ave. Boston, MA 02135","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030641600","display_name":"Babak Heydari","orcid":"https://orcid.org/0000-0002-4964-8655"},"institutions":[{"id":"https://openalex.org/I1283991043","display_name":"The Huntington Library, Art Museum, and Botanical Gardens","ror":"https://ror.org/05dv1j335","country_code":"US","type":"archive","lineage":["https://openalex.org/I1283991043"]},{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Babak Heydari","raw_affiliation_strings":["Northeastern University Department of Mechanical and Industrial Engineering, Institute of Experiential AI, and Network Science Institute, , , \u00a0","360 Huntington Avenue 334 SN Boston, MA 02215"],"affiliations":[{"raw_affiliation_string":"Northeastern University Department of Mechanical and Industrial Engineering, Institute of Experiential AI, and Network Science Institute, , , \u00a0","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"360 Huntington Avenue 334 SN Boston, MA 02215","institution_ids":["https://openalex.org/I1283991043"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5019153640"],"corresponding_institution_ids":["https://openalex.org/I12912129"],"apc_list":null,"apc_paid":null,"fwci":6.1626,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.96182383,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"25","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.6177999973297119,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.6177999973297119,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6379228830337524},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5790224671363831},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.49688199162483215},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.49263912439346313},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45288681983947754},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.37944352626800537},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.32061582803726196}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6379228830337524},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5790224671363831},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.49688199162483215},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.49263912439346313},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45288681983947754},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.37944352626800537},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.32061582803726196}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4068483","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4068483","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4068483/7467114/jcise-24-1571.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1115/1.4068483","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4068483","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4068483/7467114/jcise-24-1571.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409584080.pdf","grobid_xml":"https://content.openalex.org/works/W4409584080.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W1497811343","https://openalex.org/W1963741154","https://openalex.org/W2042304294","https://openalex.org/W2056489215","https://openalex.org/W2062663664","https://openalex.org/W2066459332","https://openalex.org/W2072688741","https://openalex.org/W2072868859","https://openalex.org/W2097246298","https://openalex.org/W2145339207","https://openalex.org/W2160732852","https://openalex.org/W2328206109","https://openalex.org/W2401891657","https://openalex.org/W2477040552","https://openalex.org/W2492236821","https://openalex.org/W2604526922","https://openalex.org/W2759874753","https://openalex.org/W2800625747","https://openalex.org/W2807485049","https://openalex.org/W2909754417","https://openalex.org/W2951173702","https://openalex.org/W2964288953","https://openalex.org/W2991046523","https://openalex.org/W3006432778","https://openalex.org/W3006670753","https://openalex.org/W3015626423","https://openalex.org/W3022273187","https://openalex.org/W3036932810","https://openalex.org/W3096806042","https://openalex.org/W3119608713","https://openalex.org/W3119881268","https://openalex.org/W3124443731","https://openalex.org/W3152893301","https://openalex.org/W3161588905","https://openalex.org/W3167586364","https://openalex.org/W3168892396","https://openalex.org/W3182116042","https://openalex.org/W3188579603","https://openalex.org/W3209101031","https://openalex.org/W4206295043","https://openalex.org/W4233654598","https://openalex.org/W4281564675","https://openalex.org/W4281951797","https://openalex.org/W4286461697","https://openalex.org/W4307641150","https://openalex.org/W4307993301","https://openalex.org/W4361228624","https://openalex.org/W4377289056","https://openalex.org/W4386498794","https://openalex.org/W4389670840","https://openalex.org/W4392973687","https://openalex.org/W4401461713","https://openalex.org/W6702790949","https://openalex.org/W6703271639","https://openalex.org/W6718743705","https://openalex.org/W6735011893","https://openalex.org/W6736685754","https://openalex.org/W6758918355","https://openalex.org/W6767957595","https://openalex.org/W6769596995","https://openalex.org/W6793127252","https://openalex.org/W6796849248","https://openalex.org/W6797086680"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W2964765435"],"abstract_inverted_index":{"Abstract":[0],"Effective":[1],"governance":[2],"and":[3],"steering":[4],"of":[5,76,89,102,144],"behavior":[6,37],"in":[7,19,47,68,150],"complex":[8],"multiagent":[9],"systems":[10,64],"(MAS)":[11],"are":[12,23],"essential":[13],"for":[14,166],"managing":[15],"system-wide":[16,152],"outcomes,":[17],"particularly":[18],"environments":[20],"where":[21,40],"interactions":[22],"structured":[24],"by":[25,124],"dynamic":[26,167],"networks.":[27,137],"In":[28,126],"many":[29],"applications,":[30],"the":[31,69,74,80,99,114,139,142,145],"goal":[32],"is":[33],"to":[34,134],"promote":[35],"pro-social":[36],"among":[38],"agents,":[39],"network":[41,70],"structure":[42],"plays":[43],"a":[44,54,87,163],"pivotal":[45],"role":[46],"shaping":[48],"these":[49],"interactions.":[50],"This":[51],"article":[52],"introduces":[53],"hierarchical":[55],"graph":[56],"reinforcement":[57],"learning":[58,104,130],"(HGRL)":[59],"framework":[60,82],"that":[61],"governs":[62],"such":[63,154],"through":[65],"targeted":[66],"interventions":[67],"structure.":[71],"Operating":[72],"within":[73],"constraints":[75],"limited":[77],"managerial":[78],"authority,":[79],"HGRL":[81,115,161],"demonstrates":[83],"superior":[84],"performance":[85],"across":[86],"range":[88],"environmental":[90],"conditions,":[91],"outperforming":[92],"established":[93],"baseline":[94],"methods.":[95],"Our":[96],"findings":[97],"highlight":[98],"critical":[100],"influence":[101],"agent-to-agent":[103],"(social":[105],"learning)":[106],"on":[107],"system":[108,146],"behavior:":[109],"under":[110],"low":[111],"social":[112,129],"learning,":[113],"manager":[116],"preserves":[117],"cooperation,":[118],"forming":[119],"robust":[120],"core-periphery":[121],"networks":[122],"dominated":[123],"cooperators.":[125],"contrast,":[127],"high":[128],"accelerates":[131],"defection,":[132],"leading":[133],"sparser,":[135],"chain-like":[136],"Additionally,":[138],"study":[140],"underscores":[141],"importance":[143],"manager\u2019s":[147],"authority":[148],"level":[149],"preventing":[151],"failures,":[153],"as":[155,162],"agent":[156],"rebellion":[157],"or":[158],"collapse,":[159],"positioning":[160],"powerful":[164],"tool":[165],"network-based":[168],"governance.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}