{"id":"https://openalex.org/W4311134598","doi":"https://doi.org/10.1145/3565009.3569524","title":"The case for native multi-node in-network machine learning","display_name":"The case for native multi-node in-network machine learning","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4311134598","doi":"https://doi.org/10.1145/3565009.3569524"},"language":"en","primary_location":{"id":"doi:10.1145/3565009.3569524","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3565009.3569524","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Native Network Intelligence","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/A5081471529","display_name":"Lorenzo Bracciale","orcid":"https://orcid.org/0000-0002-6673-3157"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Lorenzo Bracciale","raw_affiliation_strings":["Univ. of Rome Tor Vergata, Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Univ. of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076804718","display_name":"Tushar Swamy","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tushar Swamy","raw_affiliation_strings":["Stanford University"],"affiliations":[{"raw_affiliation_string":"Stanford University","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100610963","display_name":"Muhammad Shahbaz","orcid":"https://orcid.org/0000-0001-5168-9045"},"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":"Muhammad Shahbaz","raw_affiliation_strings":["Purdue University"],"affiliations":[{"raw_affiliation_string":"Purdue University","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078887627","display_name":"Pierpaolo Loreti","orcid":"https://orcid.org/0000-0002-2348-5077"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pierpaolo Loreti","raw_affiliation_strings":["Univ. of Rome Tor Vergata, Italy"],"affiliations":[{"raw_affiliation_string":"Univ. of Rome Tor Vergata, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079293206","display_name":"Stefano Salsano","orcid":"https://orcid.org/0000-0003-3040-3559"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Salsano","raw_affiliation_strings":["Univ. of Rome Tor Vergata, Italy"],"affiliations":[{"raw_affiliation_string":"Univ. of Rome Tor Vergata, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077569298","display_name":"Hesham Elbakoury","orcid":"https://orcid.org/0000-0002-3543-068X"},"institutions":[{"id":"https://openalex.org/I53276908","display_name":"Marymount University","ror":"https://ror.org/0008kv292","country_code":"US","type":"education","lineage":["https://openalex.org/I53276908"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hesham Elbakoury","raw_affiliation_strings":["Consultant"],"affiliations":[{"raw_affiliation_string":"Consultant","institution_ids":["https://openalex.org/I53276908"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081471529"],"corresponding_institution_ids":["https://openalex.org/I116067653"],"apc_list":null,"apc_paid":null,"fwci":0.0915,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.41753562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"8","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9991999864578247,"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/T10660","display_name":"Conducting polymers and applications","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7932186126708984},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.7255126237869263},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.7135896682739258},{"id":"https://openalex.org/keywords/forwarding-plane","display_name":"Forwarding plane","score":0.684342086315155},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.6329927444458008},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5985867381095886},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.47472083568573},{"id":"https://openalex.org/keywords/line","display_name":"Line (geometry)","score":0.41846227645874023},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.388564795255661},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.37528693675994873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35580793023109436},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16261455416679382},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08878272771835327}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7932186126708984},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.7255126237869263},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7135896682739258},{"id":"https://openalex.org/C10597312","wikidata":"https://www.wikidata.org/wiki/Q5473302","display_name":"Forwarding plane","level":3,"score":0.684342086315155},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.6329927444458008},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5985867381095886},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.47472083568573},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.41846227645874023},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.388564795255661},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.37528693675994873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35580793023109436},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16261455416679382},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08878272771835327},{"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3565009.3569524","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3565009.3569524","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Native Network Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:art.torvergata.it:2108/324505","is_oa":false,"landing_page_url":"https://hdl.handle.net/2108/324505","pdf_url":null,"source":{"id":"https://openalex.org/S4306400993","display_name":"Cineca Institutional Research Information System (Tor Vergata University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I116067653","host_organization_name":"University of Rome Tor Vergata","host_organization_lineage":["https://openalex.org/I116067653"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"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/W95608104","https://openalex.org/W2053550965","https://openalex.org/W2900975033","https://openalex.org/W2983123278","https://openalex.org/W3011196476","https://openalex.org/W3128341305","https://openalex.org/W3162728205","https://openalex.org/W4213060442","https://openalex.org/W4296886832","https://openalex.org/W4399176852"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W2999756192","https://openalex.org/W103652678","https://openalex.org/W4226090359","https://openalex.org/W2059697060","https://openalex.org/W936373746","https://openalex.org/W2975817033","https://openalex.org/W2114103190"],"abstract_inverted_index":{"It":[0],"is":[1],"now":[2],"possible":[3],"to":[4,27,54],"run":[5],"per-packet":[6,31],"Machine":[7],"Learning":[8],"(ML)":[9],"inference":[10,80],"tasks":[11],"in":[12,21,35],"the":[13,45,51,83],"data":[14],"plane":[15],"at":[16,57],"line-rate":[17],"with":[18],"dedicated":[19],"hardware":[20],"programmable":[22],"network":[23],"switches.":[24],"We":[25],"refer":[26],"this":[28,36],"approach":[29],"as":[30],"ML.":[32],"Existing":[33],"work":[34],"area":[37],"focuses":[38],"on":[39],"a":[40],"single":[41],"node":[42],"setup,":[43],"where":[44],"incoming":[46],"packets":[47],"are":[48,74],"processed":[49,76],"by":[50,77],"switch":[52],"pipeline":[53],"extract":[55],"features":[56,73],"different":[58],"levels":[59],"of":[60],"granularity:":[61],"packet-level,":[62],"flow-level,":[63],"cross-flow":[64],"level,":[65],"while":[66],"also":[67],"considering":[68],"device-level":[69],"features.":[70],"The":[71],"extracted":[72],"then":[75],"an":[78],"ML":[79],"fabric":[81],"inside":[82],"same":[84],"switch.":[85]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-12-23T00:00:00"}