{"id":"https://openalex.org/W4293025114","doi":"https://doi.org/10.1145/3489517.3530657","title":"SoftSNN","display_name":"SoftSNN","publication_year":2022,"publication_date":"2022-07-10","ids":{"openalex":"https://openalex.org/W4293025114","doi":"https://doi.org/10.1145/3489517.3530657"},"language":"en","primary_location":{"id":"doi:10.1145/3489517.3530657","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3489517.3530657","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3489517.3530657","source":{"id":"https://openalex.org/S4363608816","display_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3489517.3530657","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030422145","display_name":"Rachmad Vidya Wicaksana Putra","orcid":"https://orcid.org/0000-0001-8597-4530"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Rachmad Vidya Wicaksana Putra","raw_affiliation_strings":["Technische Universit\u00e4t Wien (TU Wien), Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Wien (TU Wien), Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100647460","display_name":"Muhammad Abdullah Hanif","orcid":"https://orcid.org/0000-0001-9841-6132"},"institutions":[{"id":"https://openalex.org/I120250893","display_name":"New York University Abu Dhabi","ror":"https://ror.org/00e5k0821","country_code":"AE","type":"education","lineage":["https://openalex.org/I120250893","https://openalex.org/I57206974"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Muhammad Abdullah Hanif","raw_affiliation_strings":["New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I120250893"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005190949","display_name":"Muhammad Shafique","orcid":"https://orcid.org/0000-0002-2607-8135"},"institutions":[{"id":"https://openalex.org/I120250893","display_name":"New York University Abu Dhabi","ror":"https://ror.org/00e5k0821","country_code":"AE","type":"education","lineage":["https://openalex.org/I120250893","https://openalex.org/I57206974"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Muhammad Shafique","raw_affiliation_strings":["New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I120250893"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5030422145"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":null,"apc_paid":null,"fwci":8.9589,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.990926,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"151","last_page":"156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":1.0,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9995999932289124,"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/T10472","display_name":"Semiconductor materials and devices","score":0.998199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8210948705673218},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.7259613871574402},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.7064758539199829},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.4844341576099396},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4829270541667938},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.47152790427207947},{"id":"https://openalex.org/keywords/fault-injection","display_name":"Fault injection","score":0.4534466862678528},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.44150370359420776},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4136684536933899},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3558042049407959},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.16084930300712585},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.1463184356689453},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14073964953422546},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12626326084136963}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8210948705673218},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.7259613871574402},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.7064758539199829},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.4844341576099396},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4829270541667938},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.47152790427207947},{"id":"https://openalex.org/C2775928411","wikidata":"https://www.wikidata.org/wiki/Q2041312","display_name":"Fault injection","level":3,"score":0.4534466862678528},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.44150370359420776},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4136684536933899},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3558042049407959},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.16084930300712585},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.1463184356689453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14073964953422546},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12626326084136963},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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":1,"locations":[{"id":"doi:10.1145/3489517.3530657","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3489517.3530657","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3489517.3530657","source":{"id":"https://openalex.org/S4363608816","display_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3489517.3530657","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3489517.3530657","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3489517.3530657","source":{"id":"https://openalex.org/S4363608816","display_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8700000047683716,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G3288531224","display_name":null,"funder_award_id":"CG001","funder_id":"https://openalex.org/F4320330069","funder_display_name":"Tamkeen"},{"id":"https://openalex.org/G5066768796","display_name":null,"funder_award_id":"G1104","funder_id":"https://openalex.org/F4320313203","funder_display_name":"New York University Abu Dhabi"},{"id":"https://openalex.org/G8329161897","display_name":null,"funder_award_id":"G1104","funder_id":"https://openalex.org/F4320330069","funder_display_name":"Tamkeen"},{"id":"https://openalex.org/G8833531855","display_name":null,"funder_award_id":"CG001","funder_id":"https://openalex.org/F4320313203","funder_display_name":"New York University Abu Dhabi"},{"id":"https://openalex.org/G974757083","display_name":null,"funder_award_id":"Tamkeen","funder_id":"https://openalex.org/F4320313203","funder_display_name":"New York University Abu Dhabi"}],"funders":[{"id":"https://openalex.org/F4320307102","display_name":"Intel Corporation","ror":"https://ror.org/01ek73717"},{"id":"https://openalex.org/F4320313203","display_name":"New York University Abu Dhabi","ror":"https://ror.org/00e5k0821"},{"id":"https://openalex.org/F4320328515","display_name":"Lembaga Pengelola Dana Pendidikan","ror":null},{"id":"https://openalex.org/F4320330069","display_name":"Tamkeen","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293025114.pdf","grobid_xml":"https://content.openalex.org/works/W4293025114.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1604973310","https://openalex.org/W2101838114","https://openalex.org/W2102397476","https://openalex.org/W2120185818","https://openalex.org/W2152652532","https://openalex.org/W2783525259","https://openalex.org/W2798690537","https://openalex.org/W2807457908","https://openalex.org/W2921276465","https://openalex.org/W3091691040","https://openalex.org/W3103266921","https://openalex.org/W3109080038","https://openalex.org/W3118900089","https://openalex.org/W3183450825","https://openalex.org/W3184263515","https://openalex.org/W3211983404","https://openalex.org/W4233628565","https://openalex.org/W6682244414","https://openalex.org/W6929116918"],"related_works":["https://openalex.org/W2604133224","https://openalex.org/W3126544799","https://openalex.org/W4234532445","https://openalex.org/W2062132293","https://openalex.org/W3166204570","https://openalex.org/W3044620288","https://openalex.org/W3121246613","https://openalex.org/W2798482732","https://openalex.org/W3018398156","https://openalex.org/W2542565870"],"abstract_inverted_index":{"Specialized":[0],"hardware":[1,43,209,214],"accelerators":[2,20,135],"have":[3,85],"been":[4,87],"designed":[5],"and":[6,36,52,67,80,111,131,145,168,198,205,248,254],"employed":[7],"to":[8,23,32,64,108,122,164,187,216,252,259],"maximize":[9],"the":[10,42,49,56,71,77,81,127,140,152,158,189,195,200,212,219,240,260],"performance":[11],"efficiency":[12],"of":[13,59,73,133],"Spiking":[14],"Neural":[15],"Networks":[16],"(SNNs).":[17],"However,":[18,70],"such":[19],"are":[21,172],"vulnerable":[22],"transient":[24],"faults":[25],"(i.e.,":[26],"soft":[27,74,124,162],"errors),":[28],"which":[29,171],"occur":[30],"due":[31],"high-energy":[33],"particle":[34],"strikes,":[35],"manifest":[37],"as":[38,257],"bit":[39],"flips":[40],"at":[41],"layer.":[44],"These":[45],"errors":[46,75,125,163],"can":[47],"change":[48],"weight":[50,128,196],"values":[51,197],"neuron":[53,169],"operations":[54],"in":[55,76,126],"compute":[57,78],"engine":[58,79],"SNN":[60,134,159,177,190],"accelerators,":[61],"thereby":[62,138],"leading":[63],"incorrect":[65],"outputs":[66],"accuracy":[68,141,241],"degradation.":[69],"impact":[72],"respective":[82],"mitigation":[83],"techniques":[84],"not":[86],"thoroughly":[88],"studied":[89],"yet":[90],"for":[91,101,174,211,227],"SNNs.":[92],"A":[93],"potential":[94],"solution":[95],"is":[96],"employing":[97],"redundant":[98],"executions":[99],"(re-execution)":[100],"ensuring":[102],"correct":[103],"outputs,":[104],"but":[105],"it":[106],"leads":[107],"huge":[109],"latency":[110,144,247],"energy":[112,146,249],"overheads.":[113,147],"Toward":[114],"this,":[115],"we":[116],"propose":[117],"SoftSNN,":[118],"a":[119,180,228,233],"novel":[120],"methodology":[121,150],"mitigate":[123],"registers":[129],"(synapses)":[130],"neurons":[132,201],"without":[136],"re-execution,":[137],"maintaining":[139],"with":[142,231],"low":[143],"Our":[148],"SoftSNN":[149,238],"employs":[151],"following":[153],"key":[154],"steps:":[155],"(1)":[156],"analyzing":[157],"characteristics":[160],"under":[161],"identify":[165],"faulty":[166,176,203],"weights":[167],"operations,":[170],"required":[173],"recognizing":[175],"behavior;":[178],"(2)":[179],"Bound-and-Protect":[181],"technique":[182],"that":[183],"leverages":[184],"this":[185],"analysis":[186],"improve":[188],"fault":[191,235],"tolerance":[192],"by":[193,250],"bounding":[194],"protecting":[199],"from":[202],"operations;":[204],"(3)":[206],"devising":[207],"lightweight":[208],"enhancements":[210],"neural":[213],"accelerator":[215],"efficiently":[217],"support":[218],"proposed":[220],"technique.":[221,262],"The":[222],"experimental":[223],"results":[224],"show":[225],"that,":[226],"900-neuron":[229],"network":[230],"even":[232],"high":[234],"rate,":[236],"our":[237],"maintains":[239],"degradation":[242],"below":[243],"3%,":[244],"while":[245],"reducing":[246],"up":[251],"3x":[253],"2.3x":[255],"respectively,":[256],"compared":[258],"re-execution":[261]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2022-08-25T00:00:00"}
