{"id":"https://openalex.org/W4391759832","doi":"https://doi.org/10.1109/tcsi.2024.3359912","title":"HAS-RL: A Hierarchical Approximate Scheme Optimized With Reinforcement Learning for NoC-Based NN Accelerators","display_name":"HAS-RL: A Hierarchical Approximate Scheme Optimized With Reinforcement Learning for NoC-Based NN Accelerators","publication_year":2024,"publication_date":"2024-02-12","ids":{"openalex":"https://openalex.org/W4391759832","doi":"https://doi.org/10.1109/tcsi.2024.3359912"},"language":"en","primary_location":{"id":"doi:10.1109/tcsi.2024.3359912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsi.2024.3359912","pdf_url":null,"source":{"id":"https://openalex.org/S116977442","display_name":"IEEE Transactions on Circuits and Systems I Regular Papers","issn_l":"1549-8328","issn":["1549-8328","1558-0806"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems I: Regular Papers","raw_type":"journal-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/A5026370680","display_name":"Siyue Li","orcid":"https://orcid.org/0009-0004-4649-041X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Siyue Li","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049249741","display_name":"Shize Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shize Zhou","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075512917","display_name":"Yongqi Xue","orcid":"https://orcid.org/0009-0003-0152-9571"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongqi Xue","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079522281","display_name":"Wenjie Fan","orcid":"https://orcid.org/0009-0000-3582-6353"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjie Fan","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053147381","display_name":"Tong Cheng","orcid":"https://orcid.org/0009-0007-2099-040X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Cheng","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000435361","display_name":"Jinlun Ji","orcid":"https://orcid.org/0009-0009-5260-5726"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlun Ji","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103111549","display_name":"Chenyang Dai","orcid":"https://orcid.org/0000-0001-9609-0343"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyang Dai","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035766448","display_name":"Wenqing Song","orcid":"https://orcid.org/0000-0002-8806-8717"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqing Song","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049297935","display_name":"Qinyu Chen","orcid":"https://orcid.org/0000-0001-5356-537X"},"institutions":[{"id":"https://openalex.org/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]},{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Qinyu Chen","raw_affiliation_strings":["Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I12708293","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082967906","display_name":"Chang Gao","orcid":"https://orcid.org/0000-0002-3284-4078"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Chang Gao","raw_affiliation_strings":["Electronic Circuits and Architectures (ELCA) Group, Faculty of Electrical Engineering, Mathematics, and Computer Science (EEMCS), Delft University of Technology, Delft, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Electronic Circuits and Architectures (ELCA) Group, Faculty of Electrical Engineering, Mathematics, and Computer Science (EEMCS), Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361096","display_name":"Li Li","orcid":"https://orcid.org/0000-0002-1047-6067"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Li","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009522891","display_name":"Yuxiang Fu","orcid":"https://orcid.org/0000-0003-1351-5460"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxiang Fu","raw_affiliation_strings":["School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits and School of Electronic Science and Engineering, Nanjing University, Qixia, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory of Spintronics Devices and Technologies, Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Interdisciplinary Research Center for Future Intelligent Chips (Chip-X), Nanjing University, Suzhou, China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5026370680"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":null,"apc_paid":null,"fwci":0.735,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68556116,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"71","issue":"4","first_page":"1863","last_page":"1875"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11005","display_name":"Radiation Effects in Electronics","score":0.9955999851226807,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8138154745101929},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.7615059018135071},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5871074199676514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28676772117614746},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1985156536102295}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8138154745101929},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.7615059018135071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5871074199676514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28676772117614746},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1985156536102295},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsi.2024.3359912","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsi.2024.3359912","pdf_url":null,"source":{"id":"https://openalex.org/S116977442","display_name":"IEEE Transactions on Circuits and Systems I Regular Papers","issn_l":"1549-8328","issn":["1549-8328","1558-0806"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems I: Regular Papers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2918391331","display_name":null,"funder_award_id":"2021YFB3600104","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5514981033","display_name":null,"funder_award_id":"U21B2032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7793555172","display_name":null,"funder_award_id":"62104098","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7861052624","display_name":null,"funder_award_id":"2023YFB2806802","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1970708753","https://openalex.org/W2048789167","https://openalex.org/W2104835407","https://openalex.org/W2130105540","https://openalex.org/W2159069307","https://openalex.org/W2171068699","https://openalex.org/W2194775991","https://openalex.org/W2244005500","https://openalex.org/W2610022637","https://openalex.org/W2733970977","https://openalex.org/W2752317749","https://openalex.org/W2770767961","https://openalex.org/W2799849928","https://openalex.org/W2899817918","https://openalex.org/W2910582589","https://openalex.org/W2915516198","https://openalex.org/W2945783466","https://openalex.org/W2946252360","https://openalex.org/W2958416396","https://openalex.org/W2975598226","https://openalex.org/W3001686302","https://openalex.org/W3009584650","https://openalex.org/W3022566517","https://openalex.org/W3083423409","https://openalex.org/W3085005384","https://openalex.org/W3090932409","https://openalex.org/W3091067602","https://openalex.org/W3091190876","https://openalex.org/W3105127052","https://openalex.org/W3206503085","https://openalex.org/W4210478532","https://openalex.org/W4234974086","https://openalex.org/W4235644276","https://openalex.org/W4251575795","https://openalex.org/W4312665620","https://openalex.org/W6637373629","https://openalex.org/W6653915021","https://openalex.org/W6675380055","https://openalex.org/W6684191040","https://openalex.org/W6757469721","https://openalex.org/W6765314854","https://openalex.org/W6774583691","https://openalex.org/W6776438516"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4306904969","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2138720691","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Network-on-Chip":[0],"(NoC)":[1],"is":[2,66,161],"a":[3,32,43,67,111,131,152,191,203],"scalable":[4],"on-chip":[5],"communication":[6,22,41,77],"architecture":[7],"for":[8,79,134],"the":[9,14,17,21,54,57,72,76,89,96,140,143,147,166,169,173,182,196,208,215,227,230,234,263],"NN":[10],"accelerator,":[11],"but":[12],"with":[13,157,207,226,262],"increase":[15],"in":[16,195,199],"number":[18],"of":[19,56,62,168,219,254,259],"nodes,":[20,103],"delay":[23,78,237],"becomes":[24,42],"higher.":[25],"Applications":[26],"such":[27],"as":[28,185],"machine":[29],"learning":[30,159,211],"have":[31],"certain":[33],"resilience":[34],"to":[35,46,70,110,119,213],"noisy/erroneous":[36],"transmitted":[37],"data.":[38],"Therefore,":[39],"approximate":[40,80,85,149,154,193,217],"promising":[44],"solution":[45],"improving":[47],"performance":[48],"by":[49,171,238],"reducing":[50,172],"traffic":[51,93,99],"loads":[52],"under":[53],"constraint":[55],"acceptable":[58],"maximum":[59],"accuracy":[60],"loss":[61,145],"neural":[63,136],"networks.":[64],"It":[65],"key":[68],"issue":[69],"balance":[71],"result":[73],"quality":[74,132,144],"and":[75,106,146,163,176,256],"NoC":[81,86,197],"systems.":[82],"The":[83,245],"traditional":[84,264],"only":[87,248],"considers":[88],"node-to-node":[90],"approximation-based":[91],"dynamic":[92],"regulation.":[94],"However,":[95],"dynamically":[97],"changing":[98],"patterns":[100],"across":[101],"different":[102,104,107,135],"times,":[105],"applications":[108],"lead":[109],"huge":[112],"search":[113],"space,":[114,178],"which":[115,138,179,200],"makes":[116],"it":[117],"hard":[118],"explore":[120],"an":[121,250],"optimal":[122],"global":[123,192],"approximation":[124],"solution.":[125],"In":[126],"this":[127],"paper,":[128],"we":[129,164,189,201],"propose":[130],"model":[133],"networks,":[137],"presents":[139],"relationship":[141],"between":[142],"data":[148,216],"rate.":[150],"Then,":[151],"hierarchical":[153],"scheme":[155,232],"optimized":[156],"reinforcement":[158,210],"(HAS-RL)":[160],"proposed":[162,231,246],"reduce":[165,181],"complexity":[167],"HAS-RL":[170,247],"state":[174],"space":[175],"action":[177],"will":[180],"resource":[183],"overhead":[184,253],"well.":[186],"After":[187],"that,":[188],"embed":[190],"controller":[194],"system,":[198],"deploy":[202],"policy":[204],"network":[205,236],"trained":[206],"offline":[209],"algorithm":[212],"adjust":[214],"rates":[218],"each":[220],"node":[221],"at":[222],"run":[223],"time.":[224],"Compared":[225],"state-of-the-art":[228],"method,":[229],"reduces":[233],"average":[235],"13.5%":[239],"while":[240],"their":[241],"accuracies":[242],"are":[243],"similar.":[244],"causes":[249],"additional":[251],"area":[252],"1.24%":[255],"power":[257],"consumption":[258],"0.77%":[260],"compared":[261],"router":[265],"design.":[266]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}