{"id":"https://openalex.org/W4416034816","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.757","title":"DeMAC: Enhancing Multi-Agent Coordination with Dynamic DAG and Manager-Player Feedback","display_name":"DeMAC: Enhancing Multi-Agent Coordination with Dynamic DAG and Manager-Player Feedback","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416034816","doi":"https://doi.org/10.18653/v1/2025.findings-emnlp.757"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.757","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.757","pdf_url":"https://aclanthology.org/2025.findings-emnlp.757.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-emnlp.757.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100350541","display_name":"Yuhan Liu","orcid":"https://orcid.org/0009-0005-1530-612X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuhan Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055434477","display_name":"Cong Xu","orcid":"https://orcid.org/0000-0002-9288-1743"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cong Xu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Lu Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lu Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100703466","display_name":"Yihua Wang","orcid":"https://orcid.org/0000-0003-1945-1277"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yihua Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643586","display_name":"Feiyu Chen","orcid":"https://orcid.org/0000-0002-9408-4393"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Feiyu Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100416004","display_name":"Jia Qi","orcid":"https://orcid.org/0000-0002-8831-4922"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qi Jia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101568187","display_name":"Yaqian Zhao","orcid":"https://orcid.org/0000-0002-9170-0090"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yaqian Zhao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zhichun Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhichun Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5101962949","display_name":"Xiang Li","orcid":"https://orcid.org/0000-0003-2960-4927"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiang Li","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15751784,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"14072","last_page":"14098"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.1889999955892563,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.1889999955892563,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.11580000072717667,"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/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.04659999907016754,"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/control-theory","display_name":"Control theory (sociology)","score":0.35910001397132874},{"id":"https://openalex.org/keywords/control-system","display_name":"Control system","score":0.33160001039505005},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.32589998841285706},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.32010000944137573},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.2888999879360199},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.28139999508857727}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5357999801635742},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.35910001397132874},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.33160001039505005},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.28139999508857727},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.25949999690055847},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-emnlp.757","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.757","pdf_url":"https://aclanthology.org/2025.findings-emnlp.757.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-emnlp.757","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-emnlp.757","pdf_url":"https://aclanthology.org/2025.findings-emnlp.757.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: EMNLP 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324887","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55"},{"id":"https://openalex.org/F4320328720","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416034816.pdf","grobid_xml":"https://content.openalex.org/works/W4416034816.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Multi-agent":[0],"systems":[1],"(MAS)":[2],"powered":[3],"by":[4],"large":[5],"language":[6],"models":[7],"(LLMs)":[8],"have":[9],"shown":[10],"potential":[11,127],"in":[12,112,132],"tackling":[13],"multifaceted":[14],"problems":[15],"through":[16,69],"advanced":[17],"understanding":[18],"and":[19,29,49,81,89,98,109],"reasoning.However,":[20],"they":[21],"struggle":[22],"to":[23,25,30,44,86,95,101,120,128],"adapt":[24,100],"evolving":[26],"task":[27,135],"dependencies":[28],"handle":[31],"uncertainties,":[32],"such":[33],"as":[34],"shifting":[35],"priorities":[36],"or":[37],"unpredictable":[38],"disruptions.These":[39],"constraints":[40],"undermine":[41],"their":[42],"ability":[43,119],"dynamically":[45,75,99],"adjust":[46],"long-term":[47,70],"strategies":[48],"inter-agent":[50],"collaboration.To":[51],"address":[52],"these":[53],"challenges,":[54],"we":[55],"propose":[56],"DeMAC,":[57],"a":[58,74,82],"Dynamic":[59],"Environment-Aware":[60],"Manager-Player":[61,83],"Agents":[62],"Coordination":[63],"framework":[64],"that":[65],"enhances":[66],"multiagent":[67],"coordination":[68,123],"strategic":[71,88],"planning.DeMAC":[72],"uses":[73],"updated":[76],"directed":[77],"acyclic":[78],"graph":[79],"(DAG)":[80],"Dual-Feedback":[84],"mechanism":[85],"align":[87],"operational":[90],"decisions.Moreover,":[91],"DeMAC":[92],"enables":[93],"agents":[94],"maintain":[96],"collaboration":[97,111],"changing":[102],"environmental":[103],"conditions,":[104],"outperforming":[105],"traditional":[106],"reinforcement":[107],"learning":[108],"humanagent":[110],"the":[113],"Overcooked":[114],"simulation.Experimental":[115],"results":[116],"highlight":[117],"DeMAC's":[118],"tackle":[121],"complex":[122,134],"tasks,":[124],"demonstrating":[125],"its":[126],"advance":[129],"LLMbased":[130],"MAS":[131],"dynamic,":[133],"dependency":[136],"environments.":[137]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-11-08T00:00:00"}