{"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":false,"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","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"],"raw_orcid":"https://orcid.org/0009-0004-4649-041X","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/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"],"raw_orcid":null,"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"],"raw_orcid":"https://orcid.org/0009-0003-0152-9571","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"],"raw_orcid":"https://orcid.org/0009-0000-3582-6353","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"],"raw_orcid":"https://orcid.org/0009-0007-2099-040X","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"],"raw_orcid":"https://orcid.org/0009-0009-5260-5726","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","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"],"raw_orcid":null,"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/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"],"raw_orcid":"https://orcid.org/0000-0002-8806-8717","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"],"raw_orcid":"https://orcid.org/0000-0001-5356-537X","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"],"raw_orcid":null,"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","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"],"raw_orcid":"https://orcid.org/0000-0002-1047-6067","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":"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","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"],"raw_orcid":"https://orcid.org/0000-0003-1351-5460","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"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4872,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.56861007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"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":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
