{"id":"https://openalex.org/W7140521954","doi":"https://doi.org/10.48550/arxiv.2603.23979","title":"BRIDG-Q: Barren-Plateau-Resilient Initialisation with Data-Aware LLM-Generated Quantum Circuits","display_name":"BRIDG-Q: Barren-Plateau-Resilient Initialisation with Data-Aware LLM-Generated Quantum Circuits","publication_year":2026,"publication_date":"2026-03-25","ids":{"openalex":"https://openalex.org/W7140521954","doi":"https://doi.org/10.48550/arxiv.2603.23979"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.23979","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.23979","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.23979","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113468682","display_name":"Ngoc Nhi Nguyen","orcid":"https://orcid.org/0009-0000-2032-5898"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Nguyen, Ngoc Nhi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130648802","display_name":"Thai T Vu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vu, Thai T","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130712138","display_name":"John Le","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Le, John","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130637698","display_name":"Hoa Khanh Dam","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dam, Hoa Khanh","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077617378","display_name":"Dung Hoang Duong","orcid":"https://orcid.org/0000-0001-8057-4060"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Duong, Dung Hoang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5130631589","display_name":"Dinh Thai Hoang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hoang, Dinh Thai","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5113468682"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9718000292778015,"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":0.9718000292778015,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.005799999926239252,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11804","display_name":"Quantum many-body systems","score":0.00419999985024333,"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/bottleneck","display_name":"Bottleneck","score":0.5680999755859375},{"id":"https://openalex.org/keywords/ansatz","display_name":"Ansatz","score":0.5116999745368958},{"id":"https://openalex.org/keywords/quantum-circuit","display_name":"Quantum circuit","score":0.5092999935150146},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.49709999561309814},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.4964999854564667},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.4672999978065491},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4625999927520752},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.40959998965263367},{"id":"https://openalex.org/keywords/electronic-circuit","display_name":"Electronic circuit","score":0.40540000796318054},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.3995000123977661}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5893999934196472},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5680999755859375},{"id":"https://openalex.org/C130979935","wikidata":"https://www.wikidata.org/wiki/Q568954","display_name":"Ansatz","level":2,"score":0.5116999745368958},{"id":"https://openalex.org/C124148022","wikidata":"https://www.wikidata.org/wiki/Q2122210","display_name":"Quantum circuit","level":5,"score":0.5092999935150146},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.49709999561309814},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.4964999854564667},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.4672999978065491},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4625999927520752},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42879998683929443},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.40959998965263367},{"id":"https://openalex.org/C134146338","wikidata":"https://www.wikidata.org/wiki/Q1815901","display_name":"Electronic circuit","level":2,"score":0.40540000796318054},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3995000123977661},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.391400009393692},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.37929999828338623},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.3700000047683716},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.36899998784065247},{"id":"https://openalex.org/C55166926","wikidata":"https://www.wikidata.org/wiki/Q2892946","display_name":"Oracle","level":2,"score":0.3528999984264374},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.33149999380111694},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C141796577","wikidata":"https://www.wikidata.org/wiki/Q837479","display_name":"Boolean circuit","level":3,"score":0.3224000036716461},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.31220000982284546},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3010999858379364},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.2930999994277954},{"id":"https://openalex.org/C137019171","wikidata":"https://www.wikidata.org/wiki/Q2623817","display_name":"Quantum algorithm","level":3,"score":0.29280000925064087},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.2827000021934509},{"id":"https://openalex.org/C26490066","wikidata":"https://www.wikidata.org/wiki/Q17006835","display_name":"Circuit extraction","level":4,"score":0.2741999924182892},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2694000005722046},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C530198007","wikidata":"https://www.wikidata.org/wiki/Q80831","display_name":"Integrated circuit","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.26080000400543213},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2590999901294708},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.23979","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.23979","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.23979","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.23979","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7026991844177246,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Quantum":[0,69],"circuit":[1,30,59,81,93],"initialisation":[2,41,127],"is":[3],"a":[4,71,140],"key":[5],"bottleneck":[6],"in":[7,143],"variational":[8,29],"quantum":[9],"algorithms":[10],"(VQAs),":[11],"strongly":[12],"impacting":[13],"optimisation":[14,111,122],"stability":[15],"and":[16,56,98,117],"convergence.":[17],"Recent":[18],"work":[19],"shows":[20],"that":[21,74,125],"large":[22],"language":[23],"models":[24],"(LLMs)":[25],"can":[26],"synthesise":[27],"high-quality":[28],"architectures,":[31],"but":[32],"their":[33],"continuous":[34],"parameter":[35,85,101],"predictions":[36],"are":[37],"unreliable.":[38],"Conversely,":[39],"data-driven":[40,126],"methods":[42],"such":[43],"as":[44],"BEINIT":[45],"improve":[46],"trainability":[47],"via":[48],"problem-adaptive":[49],"priors,":[50],"yet":[51],"assume":[52],"fixed":[53],"ansatz":[54],"templates":[55],"ignore":[57],"generative":[58],"structure.":[60],"We":[61],"propose":[62],"BRIDG-Q":[63,87],"(Barren-Plateau-Resilient":[64],"Initialisation":[65],"with":[66,83,134],"Data-Aware":[67],"LLM-Generated":[68],"Circuits),":[70],"neuro-symbolic":[72],"pipeline":[73],"bridges":[75],"this":[76],"gap":[77,116],"by":[78],"coupling":[79],"LLM-generated":[80,132],"architectures":[82],"empirical-Bayes":[84],"initialisation.":[86],"uses":[88],"AgentQ":[89],"to":[90,103],"generate":[91],"problem-conditioned":[92],"topologies,":[94],"removes":[95],"generated":[96],"parameters,":[97],"injects":[99],"data-informed":[100],"initialisations":[102],"mitigate":[104],"barren":[105],"plateau":[106],"effects.":[107],"Evaluations":[108],"on":[109],"graph":[110],"benchmarks":[112],"using":[113],"residual":[114,145],"energy":[115],"convergence":[118],"metrics":[119],"show":[120],"improved":[121],"robustness,":[123],"indicating":[124],"remains":[128],"effective":[129],"even":[130],"for":[131],"circuits,":[133],"oracle":[135],"per-instance":[136],"selection":[137],"achieving":[138],"approximately":[139],"10%":[141],"reduction":[142],"final":[144],"energy.":[146]},"counts_by_year":[],"updated_date":"2026-03-27T06:05:27.210665","created_date":"2026-03-27T00:00:00"}