{"id":"https://openalex.org/W4387150021","doi":"https://doi.org/10.1145/3565287.3616530","title":"The Upsides of Turbulence: Baselining Gossip Learning in Dynamic Settings","display_name":"The Upsides of Turbulence: Baselining Gossip Learning in Dynamic Settings","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387150021","doi":"https://doi.org/10.1145/3565287.3616530"},"language":"en","primary_location":{"id":"doi:10.1145/3565287.3616530","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3565287.3616530","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3565287.3616530","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3565287.3616530","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067895175","display_name":"Antonio Di Maio","orcid":"https://orcid.org/0000-0001-8495-8926"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Antonio Di Maio","raw_affiliation_strings":["University of Bern, Switzerland, Bern, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-8495-8926","affiliations":[{"raw_affiliation_string":"University of Bern, Switzerland, Bern, Switzerland","institution_ids":["https://openalex.org/I118564535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054224789","display_name":"Mina Aghaei Dinani","orcid":"https://orcid.org/0009-0007-2791-4434"},"institutions":[{"id":"https://openalex.org/I4210129267","display_name":"HES-SO Valais-Wallis","ror":"https://ror.org/03r5zec51","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891","https://openalex.org/I4210129267"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mina Aghaei Dinani","raw_affiliation_strings":["HES-SO Valais, Switzerland, Sion, Switzerland"],"raw_orcid":"https://orcid.org/0009-0007-2791-4434","affiliations":[{"raw_affiliation_string":"HES-SO Valais, Switzerland, Sion, Switzerland","institution_ids":["https://openalex.org/I4210129267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003171056","display_name":"Gianluca Rizzo","orcid":"https://orcid.org/0000-0001-7129-4972"},"institutions":[{"id":"https://openalex.org/I4210129267","display_name":"HES-SO Valais-Wallis","ror":"https://ror.org/03r5zec51","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891","https://openalex.org/I4210129267"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Gianluca Rizzo","raw_affiliation_strings":["HES-SO Valais, Switzerland, Sion, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-7129-4972","affiliations":[{"raw_affiliation_string":"HES-SO Valais, Switzerland, Sion, Switzerland","institution_ids":["https://openalex.org/I4210129267"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"376","last_page":"381"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9879000186920166,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9879000186920166,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9872000217437744,"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"}},{"id":"https://openalex.org/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9825000166893005,"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/gossip","display_name":"Gossip","score":0.8587420582771301},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8340480327606201},{"id":"https://openalex.org/keywords/gossip-protocol","display_name":"Gossip protocol","score":0.7395497560501099},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7322024703025818},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.614208459854126},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6052689552307129},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.44042813777923584},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.4311315417289734},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35842564702033997},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.26930028200149536},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09813481569290161}],"concepts":[{"id":"https://openalex.org/C62989814","wikidata":"https://www.wikidata.org/wiki/Q854648","display_name":"Gossip","level":2,"score":0.8587420582771301},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8340480327606201},{"id":"https://openalex.org/C145928361","wikidata":"https://www.wikidata.org/wiki/Q5587504","display_name":"Gossip protocol","level":3,"score":0.7395497560501099},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7322024703025818},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.614208459854126},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6052689552307129},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.44042813777923584},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.4311315417289734},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35842564702033997},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.26930028200149536},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09813481569290161},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3565287.3616530","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3565287.3616530","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3565287.3616530","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:boris.unibe.ch:185865","is_oa":false,"landing_page_url":"https://boris.unibe.ch/185865/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401086","display_name":"Bern Open Repository and Information System (University of Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118564535","host_organization_name":"University of Bern","host_organization_lineage":["https://openalex.org/I118564535"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Di Maio, Antonio; Aghaei Dinani, Mina; Rizzo, Gianluca (2023). The Upsides of Turbulence: Baselining Gossip Learning in Dynamic Settings. In: 24th International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc AIoT Workshop 2023) (pp. 376-381). ACM 10.1145/3565287.3616530 &lt;http://dx.doi.org/10.1145/3565287.3616530&gt;","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:hesso.tind.io:13872","is_oa":false,"landing_page_url":"http://arodes.hes-so.ch/record/13872","pdf_url":null,"source":{"id":"https://openalex.org/S4306402432","display_name":"ArODES (HES-SO (https://www.hes-so.ch/))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210088449","host_organization_name":"HES-SO Gen\u00e8ve","host_organization_lineage":["https://openalex.org/I4210088449"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://arodes.hes-so.ch/record/13872","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1145/3565287.3616530","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3565287.3616530","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3565287.3616530","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387150021.pdf","grobid_xml":"https://content.openalex.org/works/W4387150021.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2114109296","https://openalex.org/W2541884796","https://openalex.org/W2617960902","https://openalex.org/W2624989916","https://openalex.org/W2787878670","https://openalex.org/W2945262235","https://openalex.org/W2948215117","https://openalex.org/W3093323872","https://openalex.org/W3097817814","https://openalex.org/W3116402990","https://openalex.org/W3161501971","https://openalex.org/W3174696205","https://openalex.org/W4280574159","https://openalex.org/W6684354189","https://openalex.org/W6771893701","https://openalex.org/W6838482888"],"related_works":["https://openalex.org/W3024820515","https://openalex.org/W2131433923","https://openalex.org/W2010318438","https://openalex.org/W2020760577","https://openalex.org/W1678654634","https://openalex.org/W2149172033","https://openalex.org/W2120550887","https://openalex.org/W2108737453","https://openalex.org/W177242786","https://openalex.org/W3216064821"],"abstract_inverted_index":{"In":[0,73],"dynamic":[1,49,106],"settings,":[2,50],"fully":[3],"distributed":[4],"gossip-based":[5,62],"learning":[6,63],"schemes":[7,64,155],"have":[8],"recently":[9],"gained":[10],"interest":[11],"due":[12],"to":[13,23,29,95,158,168],"their":[14,30,69,101],"better":[15],"scalability,":[16],"robustness,":[17],"and":[18,67,116,139,161,165],"enhanced":[19],"privacy":[20],"protection":[21],"compared":[22],"server-based":[24],"architectures.":[25],"However,":[26],"existing":[27],"approaches":[28],"performance":[31,71,103],"characterization":[32,99,118],"either":[33],"assume":[34],"stable":[35],"connectivity":[36],"among":[37],"nodes":[38,192],"or":[39,146],"are":[40,65,156],"ad-hoc":[41],"for":[42],"specific":[43],"trace-based":[44],"mobility":[45,140,148,160],"patterns.":[46],"Thus,":[47],"in":[48,105,163],"there":[51],"is":[52,186],"currently":[53],"a":[54,83,97,114,123,173],"poor":[55],"understanding":[56],"of":[57,68,86,100,110,119,125,135,137,176,200],"the":[58,126,182],"conditions":[59],"under":[60],"which":[61],"feasible,":[66],"main":[70,102,127],"tradeoffs.":[72],"this":[74,79],"work,":[75],"we":[76],"start":[77],"addressing":[78],"issue":[80],"by":[81,143],"performing":[82],"first":[84],"baselining":[85],"Gossip":[87],"Learning":[88,170],"(GL)":[89],"on":[90],"random":[91,111],"Time-Varying":[92],"Graphs":[93],"(TVG),":[94],"get":[96],"first-order":[98],"patterns":[104,136],"settings.":[107],"The":[108],"use":[109],"TVG":[112],"enables":[113],"fine-grained":[115],"accurate":[117],"GL":[120,154],"effectiveness":[121],"as":[122,193,195],"function":[124],"system":[128],"parameters":[129],"while":[130],"abstracting":[131],"from":[132],"scenario-specific":[133],"features":[134],"communication":[138],"(e.g.,":[141],"induced":[142],"road":[144],"grids":[145],"measured":[147],"traces).":[149],"Our":[150],"results":[151],"suggest":[152],"that":[153,181],"robust":[157,187],"node":[159],"comparable":[162],"accuracy":[164,185],"convergence":[166],"speed":[167],"Federated":[169],"architectures,":[171],"over":[172],"wide":[174],"range":[175],"operational":[177],"conditions.":[178],"We":[179],"show":[180],"final":[183],"model":[184],"against":[188,196],"data":[189],"dispersion":[190],"across":[191,202],"well":[194],"very":[197],"low":[198],"rates":[199],"exchanges":[201],"nodes.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
