{"id":"https://openalex.org/W4401568365","doi":"https://doi.org/10.23919/date58400.2024.10546571","title":"Back to the Future: Reversible Runtime Neural Network Pruning for Safe Autonomous Systems","display_name":"Back to the Future: Reversible Runtime Neural Network Pruning for Safe Autonomous Systems","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4401568365","doi":"https://doi.org/10.23919/date58400.2024.10546571"},"language":"en","primary_location":{"id":"doi:10.23919/date58400.2024.10546571","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546571","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","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/A5087277377","display_name":"Danny Abraham","orcid":"https://orcid.org/0009-0000-3857-8826"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Danny Abraham","raw_affiliation_strings":["School of ICS, University of California,Department of Computer Science,Irvine,California,USA"],"affiliations":[{"raw_affiliation_string":"School of ICS, University of California,Department of Computer Science,Irvine,California,USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053220630","display_name":"Biswadip Maity","orcid":"https://orcid.org/0000-0002-5830-861X"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Biswadip Maity","raw_affiliation_strings":["School of ICS, University of California,Department of Computer Science,Irvine,California,USA"],"affiliations":[{"raw_affiliation_string":"School of ICS, University of California,Department of Computer Science,Irvine,California,USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021165023","display_name":"Bryan Donyanavard","orcid":"https://orcid.org/0000-0002-6990-2577"},"institutions":[{"id":"https://openalex.org/I26538001","display_name":"San Diego State University","ror":"https://ror.org/0264fdx42","country_code":"US","type":"education","lineage":["https://openalex.org/I26538001"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bryan Donyanavard","raw_affiliation_strings":["San Diego State University,Department of Computer Science,San Diego,California,USA"],"affiliations":[{"raw_affiliation_string":"San Diego State University,Department of Computer Science,San Diego,California,USA","institution_ids":["https://openalex.org/I26538001"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007817952","display_name":"Nikil Dutt","orcid":"https://orcid.org/0000-0002-3060-8119"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikil Dutt","raw_affiliation_strings":["School of ICS, University of California,Department of Computer Science,Irvine,California,USA"],"affiliations":[{"raw_affiliation_string":"School of ICS, University of California,Department of Computer Science,Irvine,California,USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5087277377"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":0.3637,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65621443,"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":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.95169997215271,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.95169997215271,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9422000050544739,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.7955017685890198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7122597694396973},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6375961899757385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.472110390663147},{"id":"https://openalex.org/keywords/neural-system","display_name":"Neural system","score":0.4582563638687134},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36290109157562256},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3440755605697632},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15783914923667908},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09707427024841309}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7955017685890198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7122597694396973},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6375961899757385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.472110390663147},{"id":"https://openalex.org/C2986949344","wikidata":"https://www.wikidata.org/wiki/Q9404","display_name":"Neural system","level":2,"score":0.4582563638687134},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36290109157562256},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3440755605697632},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15783914923667908},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09707427024841309},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date58400.2024.10546571","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546571","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2905741102","https://openalex.org/W2951287298","https://openalex.org/W2953650552","https://openalex.org/W2963981420","https://openalex.org/W3035424951","https://openalex.org/W3118608800","https://openalex.org/W3184606595","https://openalex.org/W3199910043","https://openalex.org/W3204647170","https://openalex.org/W4287363917","https://openalex.org/W4312225652","https://openalex.org/W6724998850","https://openalex.org/W6732814185","https://openalex.org/W6774302960","https://openalex.org/W6790503700"],"related_works":["https://openalex.org/W2373300491","https://openalex.org/W2378744544","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W1998810860","https://openalex.org/W4206442282","https://openalex.org/W2384505857","https://openalex.org/W2355171581","https://openalex.org/W2145253956","https://openalex.org/W1212596013"],"abstract_inverted_index":{"Neural":[0],"network":[1],"pruning":[2,59],"has":[3],"emerged":[4],"as":[5],"a":[6,54],"technique":[7],"to":[8,19,43,51,63,71,83,86,119],"reduce":[9],"the":[10,15,31,52,80,87,111,120,124],"size":[11],"of":[12,17,33,123],"networks":[13],"at":[14,75],"cost":[16],"accuracy":[18,74],"enable":[20],"deployment":[21],"in":[22],"resource-constrained":[23],"systems.":[24],"However,":[25],"low-accuracy":[26],"pruned":[27,81],"models":[28],"may":[29],"compromise":[30],"safety":[32,96],"realtime":[34],"autonomous":[35,131],"systems":[36,132],"when":[37,90],"encountering":[38],"unpredictable":[39],"scenarios,":[40],"e.g.,":[41],"due":[42],"anomalous":[44],"or":[45],"emergent":[46],"behavior.":[47],"We":[48],"propose":[49],"Back":[50],"Future:":[53],"novel":[55],"approach":[56,78,105],"that":[57,102],"combines":[58],"with":[60],"dynamic":[61,69],"routing":[62],"achieve":[64],"both":[65],"latency":[66],"gains":[67],"and":[68,97],"reconfiguration":[70],"meet":[72],"desired":[73],"runtime.":[76],"Our":[77],"enables":[79],"model":[82,89,113],"quickly":[84],"revert":[85],"full":[88],"unsafe":[91],"behavior":[92],"is":[93,106],"detected,":[94],"enhancing":[95],"reliability.":[98],"Experimental":[99],"results":[100],"demonstrate":[101],"our":[103],"swapping":[104],"32\u00d7":[107],"faster":[108],"than":[109],"loading":[110],"original":[112],"from":[114],"disk,":[115],"providing":[116],"seamless":[117],"reversion":[118],"accurate":[121],"version":[122],"model,":[125],"demonstrating":[126],"its":[127],"applicability":[128],"for":[129],"safe":[130],"design.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
