{"id":"https://openalex.org/W7141702359","doi":"https://doi.org/10.1109/icce67443.2026.11449856","title":"Adaptive SNN-PIM: RL-Driven Triple-Hybrid Architecture for Always-On Consumer AI","display_name":"Adaptive SNN-PIM: RL-Driven Triple-Hybrid Architecture for Always-On Consumer AI","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7141702359","doi":"https://doi.org/10.1109/icce67443.2026.11449856"},"language":null,"primary_location":{"id":"doi:10.1109/icce67443.2026.11449856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449856","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","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/A5054396140","display_name":"Sridevi Navulur","orcid":null},"institutions":[{"id":"https://openalex.org/I61631359","display_name":"Kurnool Medical College","ror":"https://ror.org/02j3bag68","country_code":"IN","type":"education","lineage":["https://openalex.org/I170558118","https://openalex.org/I61631359"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sridevi Navulur","raw_affiliation_strings":["IIITKDM,Dept. of ECE,Kurnool,AP,India"],"affiliations":[{"raw_affiliation_string":"IIITKDM,Dept. of ECE,Kurnool,AP,India","institution_ids":["https://openalex.org/I61631359"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126496244","display_name":"Rangababu Peesapati","orcid":null},"institutions":[{"id":"https://openalex.org/I61631359","display_name":"Kurnool Medical College","ror":"https://ror.org/02j3bag68","country_code":"IN","type":"education","lineage":["https://openalex.org/I170558118","https://openalex.org/I61631359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rangababu Peesapati","raw_affiliation_strings":["IIITKDM,Dept. of ECE,Kurnool,AP,India"],"affiliations":[{"raw_affiliation_string":"IIITKDM,Dept. of ECE,Kurnool,AP,India","institution_ids":["https://openalex.org/I61631359"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130731914","display_name":"Subba Rao S","orcid":null},"institutions":[{"id":"https://openalex.org/I61631359","display_name":"Kurnool Medical College","ror":"https://ror.org/02j3bag68","country_code":"IN","type":"education","lineage":["https://openalex.org/I170558118","https://openalex.org/I61631359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Subba Rao S","raw_affiliation_strings":["IIITKDM,Dept. of ECE,Kurnool,AP,India"],"affiliations":[{"raw_affiliation_string":"IIITKDM,Dept. of ECE,Kurnool,AP,India","institution_ids":["https://openalex.org/I61631359"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5054396140"],"corresponding_institution_ids":["https://openalex.org/I61631359"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.9416506,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12594","display_name":"Collaboration in agile enterprises","score":0.03709999844431877,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12594","display_name":"Collaboration in agile enterprises","score":0.03709999844431877,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.027400000020861626,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13999","display_name":"Digital Rights Management and Security","score":0.02329999953508377,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/architecture","display_name":"Architecture","score":0.36559998989105225},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.322299987077713},{"id":"https://openalex.org/keywords/systems-architecture","display_name":"Systems architecture","score":0.2624000012874603},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.25870001316070557},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.249099999666214}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6132000088691711},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40799999237060547},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.36559998989105225},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.322299987077713},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2624000012874603},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.249099999666214},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.2483000010251999},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.23469999432563782},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.23469999432563782}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce67443.2026.11449856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449856","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","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":2,"referenced_works":["https://openalex.org/W1604973310","https://openalex.org/W2783525259"],"related_works":[],"abstract_inverted_index":{"The":[0],"vision":[1],"for":[2,148],"Embodied":[3],"AI":[4,154],"in":[5,118],"consumer":[6],"electronics":[7],"(CE)":[8],"is":[9,49,69],"fundamentally":[10],"blocked":[11],"by":[12,63,71],"the":[13,50,59,65,106],"Energy":[14],"Wall,":[15],"where":[16],"data":[17],"movement":[18],"costs":[19],"drain":[20],"battery":[21,95,124],"life,":[22],"preventing":[23],"true":[24],"Always-On":[25,151],"operation.":[26],"We":[27],"propose":[28],"a":[29,79,113,122,132,144],"novel":[30],"Triple-Hybrid":[31],"Architecture":[32],"integrating":[33],"traditional":[34],"processors":[35],"(CPU/GPU),":[36],"energy-efficient":[37],"Spiking":[38],"Neural":[39],"Networks":[40],"(SNNs),":[41],"and":[42,94,103],"RRAM-based":[43],"Processing-In-Memory":[44],"(PIM).":[45],"Our":[46],"key":[47],"innovation":[48],"SNN-PIM":[51],"Fusion":[52],"Core,":[53],"which":[54],"performs":[55],"sparse":[56],"inference":[57],"at":[58],"femtojoule":[60],"(fJ)":[61],"scale":[62],"eliminating":[64],"memory":[66],"bottleneck.":[67],"Orchestration":[68],"managed":[70],"an":[72],"Intelligent":[73],"Triple-Mode":[74],"Scheduler":[75],"(ITMS)":[76],"enhanced":[77],"with":[78],"Reinforcement":[80],"Learning":[81],"(RL)-Driven":[82],"Adaptive":[83],"Agent":[84],"to":[85,127],"dynamically":[86],"route":[87],"tasks":[88],"based":[89],"on":[90,105,131],"system":[91],"reliability":[92,141],"(temperature)":[93],"state.":[96],"Through":[97],"Python":[98],"simulation,":[99],"high-fidelity":[100],"SystemVerilog/FPGA":[101],"simulations":[102],"emulation":[104],"Intel":[107],"Agilex":[108],"5":[109],"SoC,":[110],"we":[111],"demonstrate":[112],"160":[114],"\u00d7":[115],"power":[116],"reduction":[117],"continuous":[119],"sensing,":[120],"validating":[121],"projected":[123],"life":[125],"extension":[126],"over":[128],"9":[129],"months":[130],"standard":[133],"coin":[134],"cell.":[135],"This":[136],"RL-driven":[137],"adaptability":[138],"addresses":[139],"PIM\u2019s":[140],"challenges,":[142],"providing":[143],"comprehensive":[145],"architectural":[146],"framework":[147],"sustainable,":[149],"next-generation":[150],"Consumer":[152],"Electronics":[153],"devices.":[155]},"counts_by_year":[],"updated_date":"2026-03-29T06:01:01.467347","created_date":"2026-03-28T00:00:00"}