{"id":"https://openalex.org/W4411464973","doi":"https://doi.org/10.1145/3703412.3703413","title":"Sparse Reservoir Topologies for Physical Implementations of Random Oscillators Networks","display_name":"Sparse Reservoir Topologies for Physical Implementations of Random Oscillators Networks","publication_year":2024,"publication_date":"2024-10-08","ids":{"openalex":"https://openalex.org/W4411464973","doi":"https://doi.org/10.1145/3703412.3703413"},"language":"en","primary_location":{"id":"doi:10.1145/3703412.3703413","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3703412.3703413","pdf_url":null,"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 4th International Conference on AI-ML Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3703412.3703413","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051270952","display_name":"Andrea Cossu","orcid":"https://orcid.org/0000-0002-4874-8830"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Cossu","raw_affiliation_strings":["University of Pisa, Pisa, IT"],"raw_orcid":"https://orcid.org/0000-0002-4874-8830","affiliations":[{"raw_affiliation_string":"University of Pisa, Pisa, IT","institution_ids":["https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046284911","display_name":"Andrea Ceni","orcid":"https://orcid.org/0000-0002-5084-0505"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Ceni","raw_affiliation_strings":["University of Pisa, Pisa, IT"],"raw_orcid":"https://orcid.org/0000-0002-5084-0505","affiliations":[{"raw_affiliation_string":"University of Pisa, Pisa, IT","institution_ids":["https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053890378","display_name":"Davide Bacciu","orcid":"https://orcid.org/0000-0001-5213-2468"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Bacciu","raw_affiliation_strings":["Univeristy of Pisa, Pisa, IT"],"raw_orcid":"https://orcid.org/0000-0001-5213-2468","affiliations":[{"raw_affiliation_string":"Univeristy of Pisa, Pisa, IT","institution_ids":["https://openalex.org/I108290504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011604061","display_name":"Claudio Gallicchio","orcid":"https://orcid.org/0000-0002-6692-2564"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Gallicchio","raw_affiliation_strings":["University of Pisa, Pisa, IT"],"raw_orcid":"https://orcid.org/0000-0002-6692-2564","affiliations":[{"raw_affiliation_string":"University of Pisa, Pisa, IT","institution_ids":["https://openalex.org/I108290504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I108290504"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9973000288009644,"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/T11187","display_name":"Nonlinear Dynamics and Pattern Formation","score":0.9962000250816345,"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/network-topology","display_name":"Network topology","score":0.8499881029129028},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.7453609108924866},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6548045873641968},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.39639076590538025},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3796085715293884},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3773999512195587},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.36782118678092957},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24544814229011536},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20424997806549072},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.12864950299263},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.09270283579826355}],"concepts":[{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.8499881029129028},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.7453609108924866},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6548045873641968},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.39639076590538025},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3796085715293884},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3773999512195587},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.36782118678092957},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24544814229011536},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20424997806549072},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12864950299263},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.09270283579826355}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3703412.3703413","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3703412.3703413","pdf_url":null,"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 4th International Conference on AI-ML Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arpi.unipi.it:11568/1313108","is_oa":false,"landing_page_url":"https://hdl.handle.net/11568/1313108","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"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":{"id":"doi:10.1145/3703412.3703413","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3703412.3703413","pdf_url":null,"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 4th International Conference on AI-ML Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3598087732","display_name":null,"funder_award_id":"101070918","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1989312953","https://openalex.org/W2001263627","https://openalex.org/W2064675550","https://openalex.org/W2118706537","https://openalex.org/W2125790506","https://openalex.org/W2148520247","https://openalex.org/W2171865010","https://openalex.org/W2177933918","https://openalex.org/W2513148968","https://openalex.org/W2604738573","https://openalex.org/W2919115771","https://openalex.org/W3001462218"],"related_works":["https://openalex.org/W2120447654","https://openalex.org/W2977179488","https://openalex.org/W2144453115","https://openalex.org/W2744553356","https://openalex.org/W2128223750","https://openalex.org/W4238532390","https://openalex.org/W2188872161","https://openalex.org/W2961779879","https://openalex.org/W797688974","https://openalex.org/W2002978035"],"abstract_inverted_index":{"Physical":[0],"implementation":[1],"of":[2,69,84,91,108,114,119,131,175],"recurrent":[3,47],"neural":[4,48,177],"networks":[5,178],"is":[6,45],"hindered":[7],"by":[8,29,51],"the":[9,82,106,109,170,173,180],"fact":[10],"that":[11,55,125],"hidden":[12,71,120],"units":[13,54],"need":[14],"to":[15,24,164],"be":[16,165],"trained":[17],"and":[18,31,103,116,138,154,156,172],"are":[19],"often":[20],"fully-connected.":[21],"We":[22,161],"propose":[23,97],"relieve":[25],"both":[26],"these":[27],"constraints":[28],"adopting":[30],"improving":[32],"on":[33,76,87],"an":[34,166],"oscillators-based":[35],"reservoir":[36,83],"computing":[37],"model":[38,110],"called":[39],"Random":[40],"Oscillators":[41],"Network":[42],"(RON).":[43],"RON":[44,64,85,102,126,148,163],"a":[46,77,88],"network":[49],"composed":[50],"damped":[52],"oscillatory":[53],"showed":[56],"excellent":[57],"performance":[58,107],"in":[59,139,158,179],"many":[60],"sequence":[61],"processing":[62],"tasks.":[63],"does":[65],"not":[66],"require":[67],"training":[68],"its":[70,135,144],"parameters,":[72],"since":[73],"it":[74],"leverages":[75],"random":[78],"heterogeneous":[79],"reservoir.":[80],"However,":[81],"depends":[86],"fully-connected":[89,145],"set":[90],"oscillators.":[92],"In":[93],"this":[94],"paper,":[95],"we":[96,104],"6":[98],"sparse":[99],"topologies":[100],"for":[101,169],"study":[105,174],"across":[111],"different":[112,117],"levels":[113,130],"sparsity":[115,132],"numbers":[118],"units.":[121],"Our":[122],"experiments":[123],"highlight":[124],"can":[127],"tolerate":[128],"large":[129],"without":[133],"harming":[134],"expressive":[136],"power,":[137],"most":[140],"cases":[141],"even":[142],"outperforming":[143],"counterpart.":[146],"Also":[147],"clearly":[149],"surpasses":[150],"Leaky":[151],"ESN":[152],"(sparse":[153],"fully-connected)":[155],"LSTM":[157],"all":[159],"benchmarks.":[160],"believe":[162],"ideal":[167],"candidate":[168],"realization":[171],"physical":[176],"real":[181],"world.":[182]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-06-20T00:00:00"}
