{"id":"https://openalex.org/W7125588481","doi":"https://doi.org/10.1109/qai63978.2025.00063","title":"It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles","display_name":"It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles","publication_year":2025,"publication_date":"2025-11-02","ids":{"openalex":"https://openalex.org/W7125588481","doi":"https://doi.org/10.1109/qai63978.2025.00063"},"language":"en","primary_location":{"id":"doi:10.1109/qai63978.2025.00063","doi":"https://doi.org/10.1109/qai63978.2025.00063","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qai63978.2025.00063","pdf_url":null,"source":{"id":"https://openalex.org/S7407105026","display_name":"IEEE International Conference on Quantum Artificial Intelligence (QAI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Quantum Artificial Intelligence (QAI)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2509.00713","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078914400","display_name":"Junghoon Park","orcid":"https://orcid.org/0000-0001-8982-0387","observed_orcids":["https://orcid.org/0000-0001-8982-0387"]},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Junghoon Justin Park","raw_affiliation_strings":["Interdisciplinary Program in Artificial Intelligence, Seoul National University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interdisciplinary Program in Artificial Intelligence, Seoul National University","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053804996","display_name":"Hua-an Tseng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huan-Hsin Tseng","raw_affiliation_strings":["Computational Science Initiative, Brookhaven National Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Science Initiative, Brookhaven National Laboratory","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123614917","display_name":"Shinjae Yoo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shinjae Yoo","raw_affiliation_strings":["Computational Science Initiative, Brookhaven National Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Science Initiative, Brookhaven National Laboratory","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021414038","display_name":"Samuel Yen-Chi Chen","orcid":"https://orcid.org/0000-0003-0114-4826","observed_orcids":["https://orcid.org/0000-0003-0114-4826"]},"institutions":[{"id":"https://openalex.org/I166794780","display_name":"Wells Fargo (United States)","ror":"https://ror.org/037r2ff59","country_code":"US","type":"company","lineage":["https://openalex.org/I166794780"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Yen-Chi Chen","raw_affiliation_strings":["Wells Fargo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wells Fargo","institution_ids":["https://openalex.org/I166794780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093826967","display_name":"Jiook Cha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jiook Cha","raw_affiliation_strings":["Interdisciplinary Program in Artificial Intelligence, Seoul National University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interdisciplinary Program in Artificial Intelligence, Seoul National University","institution_ids":["https://openalex.org/I139264467"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.84,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89626597,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"366","last_page":"372"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9970999956130981,"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9970999956130981,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.001500000013038516,"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/T10020","display_name":"Quantum Information and Cryptography","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/quantum-reinforcement-learning","display_name":"quantum reinforcement learning","score":1.0},{"id":"https://openalex.org/keywords/quantum-convolutional-neural-networks","display_name":"quantum convolutional neural networks","score":0.9750000238418579},{"id":"https://openalex.org/keywords/double-deep-q-network","display_name":"double deep Q-network","score":0.8560000061988831},{"id":"https://openalex.org/keywords/super-mario-bros","display_name":"Super Mario Bros.","score":0.8140000104904175},{"id":"https://openalex.org/keywords/nisq-devices","display_name":"NISQ devices","score":0.8080000281333923},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.5139999985694885},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"dimensionality reduction","score":0.7419999837875366},{"id":"https://openalex.org/keywords/noisy-quantum-circuits","display_name":"noisy quantum circuits","score":0.5090000033378601}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6765999794006348},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6538000106811523},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.6033999919891357},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5738999843597412},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4569000005722046},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4496000111103058},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.4406000077724457},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.4246000051498413},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.42160001397132874},{"id":"https://openalex.org/C203087015","wikidata":"https://www.wikidata.org/wiki/Q378201","display_name":"Qubit","level":3,"score":0.4205000102519989},{"id":"https://openalex.org/C137019171","wikidata":"https://www.wikidata.org/wiki/Q2623817","display_name":"Quantum algorithm","level":3,"score":0.3968999981880188},{"id":"https://openalex.org/C15706264","wikidata":"https://www.wikidata.org/wiki/Q230883","display_name":"Quantum state","level":3,"score":0.3896999955177307},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.36390000581741333},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.35010001063346863},{"id":"https://openalex.org/C186468114","wikidata":"https://www.wikidata.org/wiki/Q836478","display_name":"Quantum network","level":4,"score":0.34880000352859497},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3418999910354614},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C2779094486","wikidata":"https://www.wikidata.org/wiki/Q18811578","display_name":"Quantum machine learning","level":4,"score":0.32589998841285706},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3215000033378601},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.31470000743865967},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31119999289512634},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.3068000078201294},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.30480000376701355},{"id":"https://openalex.org/C169699857","wikidata":"https://www.wikidata.org/wiki/Q2122243","display_name":"Quantum information","level":3,"score":0.30239999294281006},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C190463098","wikidata":"https://www.wikidata.org/wiki/Q2081419","display_name":"Quantum technology","level":4,"score":0.28139999508857727},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.28029999136924744}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/qai63978.2025.00063","doi":"https://doi.org/10.1109/qai63978.2025.00063","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qai63978.2025.00063","pdf_url":null,"source":{"id":"https://openalex.org/S7407105026","display_name":"IEEE International Conference on Quantum Artificial Intelligence (QAI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Quantum Artificial Intelligence (QAI)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2509.00713","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.00713","pdf_url":"https://arxiv.org/pdf/2509.00713","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:s-space.snu.ac.kr:10371/234778","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/10371/234778","pdf_url":null,"source":{"id":"https://openalex.org/S4306401345","display_name":"Seoul National University Open Repository (Seoul National University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I139264467","host_organization_name":"Seoul National University","host_organization_lineage":["https://openalex.org/I139264467"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"},{"id":"doi:10.48550/arxiv.2509.00713","doi":"https://doi.org/10.48550/arxiv.2509.00713","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2509.00713","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2509.00713","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.00713","pdf_url":"https://arxiv.org/pdf/2509.00713","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1029905031","display_name":null,"funder_award_id":"200-20240135","funder_id":"https://openalex.org/F4320321292","funder_display_name":"Seoul National University"},{"id":"https://openalex.org/G1113160982","display_name":null,"funder_award_id":"A0342\u201020220009","funder_id":"https://openalex.org/F4320332195","funder_display_name":"Samsung"},{"id":"https://openalex.org/G1152552616","display_name":null,"funder_award_id":"2021\u20130-01343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G120387841","display_name":null,"funder_award_id":"RS-2024-00342301","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G1610201404","display_name":null,"funder_award_id":"RS\u20102023\u201000266787","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G2198004682","display_name":null,"funder_award_id":"RS-2024-00435727","funder_id":"https://openalex.org/F4320321408","funder_display_name":"Ministry of Education"},{"id":"https://openalex.org/G2511155774","display_name":null,"funder_award_id":"NO.2021-0-01343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G2586176782","display_name":null,"funder_award_id":"NO.2021-0-01343","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G2806721493","display_name":null,"funder_award_id":"RS-2024-00435727","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G2947324332","display_name":null,"funder_award_id":"RS-2021II211343","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G3031715232","display_name":null,"funder_award_id":"RS-2024-00421268","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G347960030","display_name":null,"funder_award_id":"2021M3E5D2A01022515","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3812690899","display_name":null,"funder_award_id":"RS-2023","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G393097410","display_name":null,"funder_award_id":"2021-0-01343","funder_id":"https://openalex.org/F4320332195","funder_display_name":"Samsung"},{"id":"https://openalex.org/G4475359334","display_name":null,"funder_award_id":"RS2021-II211343","funder_id":"https://openalex.org/F4320321292","funder_display_name":"Seoul National University"},{"id":"https://openalex.org/G5065061179","display_name":null,"funder_award_id":"2021-0-01343","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G5287361696","display_name":null,"funder_award_id":"HR22C1605","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G5635159257","display_name":null,"funder_award_id":"2021-0-01343","funder_id":"https://openalex.org/F4320321292","funder_display_name":"Seoul National University"},{"id":"https://openalex.org/G6052186190","display_name":null,"funder_award_id":"RS-2024-00435727","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G6120464043","display_name":null,"funder_award_id":"RS2021-II211343","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G6246450888","display_name":null,"funder_award_id":"RS-2023-00265406","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G6521983585","display_name":null,"funder_award_id":"NRF-2021M3E5D2A01022515","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G658211837","display_name":null,"funder_award_id":"HR22C1605","funder_id":"https://openalex.org/F4320322107","funder_display_name":"Korea Health Industry Development Institute"},{"id":"https://openalex.org/G67931008","display_name":null,"funder_award_id":"2021R1C1C1006503","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G7050094077","display_name":null,"funder_award_id":"RS-2023-00265406","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G7358857777","display_name":null,"funder_award_id":"200-20240057","funder_id":"https://openalex.org/F4320321292","funder_display_name":"Seoul National University"},{"id":"https://openalex.org/G786726864","display_name":null,"funder_award_id":"NRF\u20102021S1A3A2A02090597","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G7978168759","display_name":null,"funder_award_id":"2021-0-01343","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G8029776622","display_name":null,"funder_award_id":"NRF-2021M3E5D2A01022515","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8978267545","display_name":null,"funder_award_id":"RS-2021-II211343","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320318413","display_name":"Korea Brain Research Institute","ror":"https://ror.org/055zd7d59"},{"id":"https://openalex.org/F4320321292","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542"},{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320322107","display_name":"Korea Health Industry Development Institute","ror":"https://ror.org/00fdzyk40"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320332195","display_name":"Samsung","ror":"https://ror.org/04w3jy968"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"},{"id":"https://openalex.org/F4320337144","display_name":"National Supercomputing Center, Korea Institute of Science and Technology Information","ror":"https://ror.org/00cs28a13"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7125588481.pdf","grobid_xml":"https://content.openalex.org/works/W7125588481.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2065516801","https://openalex.org/W2132764286","https://openalex.org/W2145339207","https://openalex.org/W2781738013","https://openalex.org/W2794444783","https://openalex.org/W2896712926","https://openalex.org/W2898401615","https://openalex.org/W2903221501","https://openalex.org/W2929853032","https://openalex.org/W2955932731","https://openalex.org/W2980446414","https://openalex.org/W3093944484","https://openalex.org/W3096560863","https://openalex.org/W3141755656","https://openalex.org/W4205916518","https://openalex.org/W4213212652","https://openalex.org/W4226153047","https://openalex.org/W4285125027","https://openalex.org/W4296126438","https://openalex.org/W4320712916","https://openalex.org/W4380997577","https://openalex.org/W4389672456","https://openalex.org/W4392376579","https://openalex.org/W4395091825","https://openalex.org/W4406261121","https://openalex.org/W4408791114","https://openalex.org/W4408847956","https://openalex.org/W4412722704"],"related_works":["https://openalex.org/W7160509398","https://openalex.org/W6910555982","https://openalex.org/W4221166795","https://openalex.org/W3192537824","https://openalex.org/W4414742471","https://openalex.org/W4415016184","https://openalex.org/W4307479450","https://openalex.org/W4401326241","https://openalex.org/W7129051406","https://openalex.org/W4416072269"],"abstract_inverted_index":{"Quantum":[0,39],"reinforcement":[1],"learning":[2,93],"(QRL)":[3],"promises":[4],"compact":[5],"function":[6],"approximators":[7],"with":[8],"access":[9],"to":[10,44,86,96,130],"vast":[11],"Hilbert":[12],"spaces,":[13],"but":[14],"its":[15],"practical":[16,125],"progress":[17],"is":[18],"slowed":[19],"by":[20,109],"NISQ-era":[21],"constraints":[22],"such":[23],"as":[24],"limited":[25],"qubits":[26],"and":[27,92,99],"noise":[28],"accumulation.":[29],"We":[30],"introduce":[31],"a":[32,70,124],"multi-chip":[33],"ensemble":[34,105],"framework":[35],"using":[36],"multiple":[37],"small":[38],"Convolutional":[40],"Neural":[41],"Networks":[42],"(QCNNs)":[43],"overcome":[45],"these":[46],"constraints.":[47],"Our":[48],"approach":[49],"partitions":[50],"complex,":[51],"high-dimensional":[52],"observations":[53],"from":[54,113],"the":[55],"Super":[56],"Mario":[57],"Bros":[58],"environment":[59],"across":[60],"independent":[61],"quantum":[62,87,101,121],"circuits,":[63],"then":[64],"classically":[65],"aggregates":[66],"their":[67],"outputs":[68],"within":[69],"Double":[71],"Deep":[72],"Q-Network":[73],"(DDQN)":[74],"framework.":[75],"This":[76],"modular":[77],"architecture":[78],"enables":[79],"QRL":[80,129],"in":[81],"complex":[82],"environments":[83],"previously":[84],"inaccessible":[85],"agents,":[88],"achieving":[89],"superior":[90],"performance":[91],"stability":[94],"compared":[95],"classical":[97],"baselines":[98],"single-chip":[100],"models.":[102],"The":[103],"multichip":[104],"demonstrates":[106],"enhanced":[107],"scalability":[108],"reducing":[110],"information":[111],"loss":[112],"dimensionality":[114],"reduction":[115],"while":[116],"remaining":[117],"implementable":[118],"on":[119],"near-term":[120],"hardware,":[122],"providing":[123],"pathway":[126],"for":[127],"applying":[128],"real-world":[131],"problems.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-01-25T00:00:00"}
