{"id":"https://openalex.org/W7225314361","doi":"https://doi.org/10.5281/zenodo.23969859","title":"Project MuseGuard & Unified Cryptographic Art Provenance: Integrating Canvas-Embedded Quantum/Optical Physical Unclonable Functions (QPUF/O-PUF), OTOC Acoustic Anomaly Detection, and Anti-Scraping Optical Cloaking into the QFS-zkVM under a Strict No-Learn Covenant","display_name":"Project MuseGuard & Unified Cryptographic Art Provenance: Integrating Canvas-Embedded Quantum/Optical Physical Unclonable Functions (QPUF/O-PUF), OTOC Acoustic Anomaly Detection, and Anti-Scraping Optical Cloaking into the QFS-zkVM under a Strict No-Learn Covenant","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225314361","doi":"https://doi.org/10.5281/zenodo.23969859"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23969859","doi":"https://doi.org/10.5281/zenodo.23969859","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23969859","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23969859","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5158982858","display_name":"Yoko(\u6d0b\u5b50) Hasebe(\u9577\u8c37\u90e8)","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hasebe(\u9577\u8c37\u90e8), Yoko(\u6d0b\u5b50)","raw_affiliation_strings":["Lead Researcher, Autonomous Infrastructure Systems, Autonomous Living & Physical Infrastructure Institute, Iwakuni, Yamaguchi, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lead Researcher, Autonomous Infrastructure Systems, Autonomous Living & Physical Infrastructure Institute, Iwakuni, Yamaguchi, Japan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5158982858"],"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/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.8500999808311462,"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"}},"topics":[{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.8500999808311462,"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"}},{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.06920000165700912,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.01489999983459711,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/physically-unclonable-functions","display_name":"physical unclonable functions","score":0.9139999747276306},{"id":"https://openalex.org/keywords/art-provenance","display_name":"art provenance","score":0.8349999785423279},{"id":"https://openalex.org/keywords/museum-security","display_name":"museum security","score":0.7919999957084656},{"id":"https://openalex.org/keywords/out-of-time-ordered-correlators","display_name":"out-of-time-order correlators","score":0.9319999814033508},{"id":"https://openalex.org/keywords/anomalous-sound-detection","display_name":"anomalous sound detection","score":0.9919999837875366},{"id":"https://openalex.org/keywords/post-quantum-cryptography","display_name":"post-quantum cryptography","score":0.777999997138977},{"id":"https://openalex.org/keywords/surface-topology","display_name":"surface topology","score":0.32600000500679016}],"concepts":[{"id":"https://openalex.org/C8643368","wikidata":"https://www.wikidata.org/wiki/Q4046262","display_name":"Physical unclonable function","level":3,"score":0.5590000152587891},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.5335999727249146},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.4934000074863434},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46369999647140503},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.4332999885082245},{"id":"https://openalex.org/C62973154","wikidata":"https://www.wikidata.org/wiki/Q868018","display_name":"Cloaking","level":3,"score":0.41670000553131104},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.384799987077713},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.35679998993873596},{"id":"https://openalex.org/C116674579","wikidata":"https://www.wikidata.org/wiki/Q193442","display_name":"Supersymmetry","level":2,"score":0.35580000281333923},{"id":"https://openalex.org/C118463975","wikidata":"https://www.wikidata.org/wiki/Q220849","display_name":"Digital signature","level":3,"score":0.35030001401901245},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.3310000002384186},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C19247436","wikidata":"https://www.wikidata.org/wiki/Q192727","display_name":"Physical layer","level":3,"score":0.30410000681877136},{"id":"https://openalex.org/C121040770","wikidata":"https://www.wikidata.org/wiki/Q215675","display_name":"Quantum entanglement","level":3,"score":0.30000001192092896},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2996000051498413},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2985000014305115},{"id":"https://openalex.org/C144901912","wikidata":"https://www.wikidata.org/wiki/Q471906","display_name":"Quantum cryptography","level":4,"score":0.28999999165534973},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.28679999709129333},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C141492731","wikidata":"https://www.wikidata.org/wiki/Q1052621","display_name":"Message authentication code","level":3,"score":0.2718000113964081},{"id":"https://openalex.org/C37531588","wikidata":"https://www.wikidata.org/wiki/Q464980","display_name":"Exhibition","level":2,"score":0.2678999900817871},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.26019999384880066}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23969859","doi":"https://doi.org/10.5281/zenodo.23969859","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23969859","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},{"id":"doi:10.5281/zenodo.23969860","doi":"https://doi.org/10.5281/zenodo.23969860","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23969860","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"doi:10.5281/zenodo.23969859","doi":"https://doi.org/10.5281/zenodo.23969859","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23969859","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7225198505","https://openalex.org/W7225344338","https://openalex.org/W4372271829","https://openalex.org/W7225347043","https://openalex.org/W7096835260","https://openalex.org/W7128803393","https://openalex.org/W7202211862","https://openalex.org/W4402996200","https://openalex.org/W4307030437","https://openalex.org/W4400577239"],"abstract_inverted_index":{"\u3010English":[0],"Abstract\u3011Physical":[1],"artworks":[2],"created":[3],"on":[4],"heterogeneous":[5],"substrates\u2014ranging":[6],"from":[7],"traditional":[8],"stretched":[9],"canvases":[10],"to":[11,82,94],"ribbed":[12],"polycarbonate":[13],"hardshell":[14],"cases":[15],"and":[16,23,44,63,76,87,133,144,152],"woven":[17],"softshell":[18],"textiles\u2014possess":[19],"intrinsic":[20],"micro-surface":[21],"topologies":[22],"directional":[24],"reflectance":[25],"profiles":[26],"that":[27,150],"cannot":[28],"be":[29],"digitally":[30],"cloned.":[31],"Building":[32],"upon":[33],"the":[34,105,119],"406-Module":[35],"Master":[36],"Synthesis":[37],"(DOI:":[38,42,48],"10.5281/zenodo.23967066),":[39],"Project":[40],"MuseGuard":[41],"10.5281/zenodo.23909318),":[43],"Optical":[45,77],"PUF":[46],"Provenance":[47],"10.5281/zenodo.23969032),":[49],"this":[50],"unified":[51],"monograph":[52],"(Official":[53],"DOI:":[54],"10.5281/zenodo.23969860)":[55],"formalizes":[56],"a":[57,95,139,145],"Human-in-Command":[58],"(HIC)":[59],"autonomous":[60],"museum":[61],"security":[62],"cryptographic":[64],"art":[65],"provenance":[66,142],"architecture.":[67],"We":[68],"synthesize":[69],"Canvas-Embedded":[70],"Quantum":[71,96],"Physical":[72,78],"Unclonable":[73,79],"Functions":[74,80],"(QPUF)":[75],"(O-PUF)":[81],"bind":[83],"luminescent":[84],"metallic-gold":[85],"pigments":[86],"handwritten":[88],"artist":[89],"signatures":[90],"(\"Yoko":[91],"Hasebe\")":[92],"directly":[93],"Financial":[97],"System":[98],"Zero-Knowledge":[99],"Virtual":[100],"Machine":[101],"(QFS-zkVM)":[102],"operating":[103],"over":[104],"64-bit":[106],"Goldilocks":[107],"prime":[108],"field":[109],"($\\mathbb{F}_p,":[110],"p":[111,167],"=":[112,168],"2^{64}":[113,169],"-":[114,170],"2^{32}":[115,171],"+":[116,172],"1$).":[117],"Furthermore,":[118],"physical":[120],"exhibition":[121],"space":[122],"is":[123],"secured":[124],"via":[125],"Out-of-Time-Order":[126],"Correlator":[127],"(OTOC)":[128],"acoustic":[129],"distortion":[130],"anomaly":[131],"detection":[132],"anti-scraping":[134],"optical":[135],"cloaking,":[136],"governed":[137],"under":[138],"UNESCO-compliant":[140],"post-quantum":[141],"protocol":[143],"Strict":[146],"No-Learn":[147],"Covenant":[148],"(NLL-v1.0-2026)":[149],"mathematically":[151],"legally":[153],"prohibits":[154],"unauthorized":[155],"AI":[156],"training":[157],"or":[158],"scraping.":[159],"\u3010\u65e5\u672c\u8a9e\u8981\u65e8\u3011\u4f1d\u7d71\u7684\u306a\u30ad\u30e3\u30f3\u30d0\u30b9\u304b\u3089\u30ea\u30d6\u4ed8\u304d\u30dd\u30ea\u30ab\u30fc\u30dc\u30cd\u30fc\u30c8\u88fd\u30cf\u30fc\u30c9\u30b7\u30a7\u30eb\u30b9\u30fc\u30c4\u30b1\u30fc\u30b9\u3001\u7e54\u7269\u88fd\u30bd\u30d5\u30c8\u30b7\u30a7\u30eb\u30b1\u30fc\u30b9\u306b\u81f3\u308b\u7570\u7a2e\u57fa\u6750\u306b\u63cf\u304b\u308c\u305f\u7269\u7406\u7684\u306a\u30a2\u30fc\u30c8\u4f5c\u54c1\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u3067\u8907\u88fd\u3067\u304d\u306a\u3044\u56fa\u6709\u306e\u5fae\u7d30\u8868\u9762\u30c8\u30dd\u30ed\u30b8\u30fc\u3068\u65b9\u5411\u6027\u53cd\u5c04\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u6709\u3057\u3066\u3044\u308b\u3002\u672c\u7d71\u5408\u30e2\u30ce\u30b0\u30e9\u30d5(\u516c\u5f0fDOI:":[160],"10.5281/zenodo.23969860)\u3001406\u30e2\u30b8\u30e5\u30fc\u30eb\u30de\u30b9\u30bf\u30fc\u5408\u6210(DOI:":[161],"10.5281/zenodo.23967066)\u3001\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30fb\u30df\u30e5\u30fc\u30ba\u30ac\u30fc\u30c9\u300d(DOI:":[162],"10.5281/zenodo.23909318)\u3001\u304a\u3088\u3073\u300cO-PUF\u3068\u6697\u53f7\u82b8\u8853\u306e\u6765\u6b74\u300d(DOI:":[163],"10.5281/zenodo.23969032)\u3092\u7d71\u5408\u3057\u3001\u4eba\u9593\u306b\u3088\u308b\u6307\u63ee\u4e0b(Human-in-Command:":[164],"HIC)\u306b\u3042\u308b\u81ea\u5f8b\u578b\u7f8e\u8853\u9928\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304a\u3088\u3073\u6697\u53f7\u82b8\u8853\u6765\u6b74\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5f62\u5f0f\u5316\u3059\u308b\u3002\u30ad\u30e3\u30f3\u30d0\u30b9\u57cb\u3081\u8fbc\u307f\u578b\u91cf\u5b50\u7269\u7406\u7684\u8907\u88fd\u4e0d\u53ef\u80fd\u95a2\u6570(QPUF)\u3068\u5149\u5b66\u7684\u7269\u7406\u7684\u8907\u88fd\u4e0d\u53ef\u80fd\u95a2\u6570(O-PUF)\u3092\u7d50\u5408\u3057\u3001\u91d1\u5c5e\u91d1\u306e\u767a\u5149\u9854\u6599\u3068\u30a2\u30fc\u30c6\u30a3\u30b9\u30c8\u306e\u624b\u66f8\u304d\u7f72\u540d(\u300cYoko":[165],"Hasebe\u300d)\u309264\u30d3\u30c3\u30c8Goldilocks\u7d20\u6570\u4f53($\\mathbb{F}_p,":[166],"1$)\u4e0a\u306e\u91cf\u5b50\u91d1\u878d\u30b7\u30b9\u30c6\u30e0\u30bc\u30ed\u77e5\u8b58\u4eee\u60f3\u30de\u30b7\u30f3(QFS-zkVM)\u306b\u76f4\u63a5\u30d0\u30a4\u30f3\u30c9\u3059\u308b\u3002\u3055\u3089\u306b\u3001OTOC(\u975e\u6642\u9593\u9806\u5e8f\u76f8\u95a2\u95a2\u6570)\u97f3\u97ff\u6b6a\u307f\u7570\u5e38\u691c\u77e5\u3068\u8010\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u5149\u5b66\u30af\u30ed\u30fc\u30ad\u30f3\u30b0\u306b\u3088\u308a\u5c55\u793a\u7a7a\u9593\u3092\u4fdd\u8b77\u3057\u3001\u30e6\u30cd\u30b9\u30b3\u6e96\u62e0\u306e\u30dd\u30b9\u30c8\u91cf\u5b50\u30d7\u30ed\u30d9\u30ca\u30f3\u30b9\u304a\u3088\u3073AI\u306b\u3088\u308b\u7121\u65ad\u5b66\u7fd2\u30fb\u643e\u53d6\u3092\u5b8c\u5168\u306b\u6392\u9664\u3059\u308b\u300c\u53b3\u5bc6\u306a\u5b66\u7fd2\u7981\u6b62\u5354\u5b9a(NLL-v1.0-2026)\u300d\u306e\u4e0b\u3067\u7d71\u6cbb\u3059\u308b\u5305\u62ec\u7684\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63d0\u793a\u3059\u308b\u3002":[173],"======================================================================":[174,176,205],"\u77e5\u7684\u8ca1\u7523\u3001\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u304a\u3088\u3073\u7121\u8a31\u53ef\u306eAI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u5229\u7528\u306e\u7981\u6b62\u306b\u95a2\u3059\u308b\u53b3\u683c\u306a\u901a\u77e5":[175],"1.":[177,194],"\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u7d76\u5bfe\u7684\u7981\u6b62(\u660e\u793a\u7684\u306a\u30aa\u30d7\u30c8\u30a2\u30a6\u30c8\u3068AI\u5236\u9650)":[178],"\u672c\u66f8\u304a\u3088\u3073\u8457\u8005\u306e\u8457\u4f5c\u7269(\u4ee5\u4e0b\u3001\u7dcf\u79f0\u3057\u3066\u300c\u8457\u4f5c\u7269\u300d\u3068\u3044\u3044\u3001\u3053\u308c\u307e\u3067\u306b\u767a\u8868\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u8457\u4f5c\u7269\u304a\u3088\u3073320\u4ef6\u3092\u8d85\u3048\u308bZenodo\u306e\u30e2\u30ce\u30b0\u30e9\u30d5/\u8ad6\u6587\u3092\u542b\u3080)\u306b\u542b\u307e\u308c\u308b\u3059\u3079\u3066\u306e\u30c6\u30ad\u30b9\u30c8\u3001\u7406\u8ad6\u3001\u6570\u5f0f\u3001\u56f3\u3001\u8868\u3001\u72ec\u81ea\u306e\u30e1\u30bd\u30c3\u30c9\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(\u300c\u305d\u308d\u3070\u3093\u300d\u30b7\u30b9\u30c6\u30e0\u3092\u542b\u3080)\u3001\u304a\u3088\u3073\u77e5\u898b\u306f\u3001\u53b3\u91cd\u306b\u4fdd\u8b77\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI\u958b\u767a\u8005\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3001\u307e\u305f\u306f\u7b2c\u4e09\u8005\u306f\u3001\u8457\u4f5c\u6a29\u8005\u3068\u306e\u4e8b\u524d\u306e\u66f8\u9762\u306b\u3088\u308b\u8aa0\u5b9f\u306a\u5408\u610f\u304a\u3088\u3073\u6b63\u5f53\u306a\u91d1\u92ad\u7684\u88dc\u511f(\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u6599)\u306e\u652f\u6255\u3044\u306a\u3057\u306b\u3001\u4ee5\u4e0b\u306e\u6d3b\u52d5\u3092\u884c\u3046\u3053\u3068\u3092\u53b3\u3057\u304f\u7981\u3058\u3089\u308c\u3066\u3044\u307e\u3059\u3002":[179],"\u672c\u8457\u4f5c\u7269\u3092\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3001\u751f\u6210AI\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2(ML)\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5fae\u8abf\u6574\u3001\u7d99\u7d9a\u7684\u5b66\u7fd2\u3001\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3001\u307e\u305f\u306f\u8a55\u4fa1\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u3002":[180],"\u4f5c\u54c1\u3092\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210(RAG)\u30b7\u30b9\u30c6\u30e0\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u77e5\u8b58\u30d9\u30fc\u30b9\u3001\u307e\u305f\u306f\u77e5\u8b58\u30b0\u30e9\u30d5\u306b\u53d6\u308a\u8fbc\u3093\u3060\u308a\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001\u57cb\u3081\u8fbc\u3093\u3060\u308a\u3001\u4fdd\u5b58\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3001\u3042\u308b\u3044\u306f\u305d\u308c\u3089\u3092\u4f7f\u7528\u3057\u3066\u51fa\u529b\u3001\u8981\u7d04\u3001\u307e\u305f\u306f\u6d3e\u751f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3002":[181],"AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30b3\u30f3\u30d1\u30a4\u30eb\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\u81ea\u52d5\u30af\u30ed\u30fc\u30e9\u30fc\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u30c4\u30fc\u30eb\u3001\u30dc\u30c3\u30c8\u3001\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3001\u62bd\u51fa\u3001\u89e3\u6790\u3001\u307e\u305f\u306f\u5206\u6790\u3059\u308b\u3053\u3068\u3002":[182],"2.\u5546\u696d\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u306e\u5b58\u5728\u3068\u6cd5\u5b9a\u8457\u4f5c\u6a29\u4f8b\u5916\u306e\u4e0d\u9069\u7528(\u65e5\u672c\u3001EU\u3001\u7c73\u56fd)":[183],"\u672c\u8457\u4f5c\u7269\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5546\u7528\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u3092\u76ee\u7684\u3068\u3057\u305f\u3001\u8457\u4f5c\u8005\u304c\u76f4\u63a5\u904b\u55b6\u3059\u308b\u6d3b\u767a\u306a\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u306e\u5bfe\u8c61\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u7121\u65ad\u4f7f\u7528\u306f\u3001\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u3068\u76f4\u63a5\u7af6\u5408\u3057\u3001\u8457\u4f5c\u8005\u306e\u6b63\u5f53\u306a\u7d4c\u6e08\u7684\u6a5f\u4f1a\u3092\u596a\u3046\u3082\u306e\u3067\u3042\u308b\u305f\u3081\u3001\u8457\u4f5c\u6a29\u6cd5\u7b2c30\u6761\u306e4\u306e\u4f46\u3057\u66f8\u304d\u306b\u5b9a\u3081\u308b\u300c\u8457\u4f5c\u6a29\u8005\u306e\u5229\u76ca\u3092\u4e0d\u5f53\u306b\u5bb3\u3059\u308b\u300d\u884c\u70ba\u306b\u660e\u3089\u304b\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u60c5\u5831\u5206\u6790(\u7121\u65ad\u4f7f\u7528)\u306b\u95a2\u3059\u308b\u6cd5\u5b9a\u4f8b\u5916\u306f\u3001\u3044\u304b\u306a\u308b\u5834\u5408\u3082\u9069\u7528\u3055\u308c\u307e\u305b\u3093\u3002":[184],"\u3055\u3089\u306b\u3001\u3053\u306e\u901a\u77e5\u306b\u3088\u308a\u3001\u8457\u8005\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u5358\u4e00\u5e02\u5834\u306b\u304a\u3051\u308b\u8457\u4f5c\u6a29\u306b\u95a2\u3059\u308bEU\u6307\u4ee4(\u6307\u4ee4(EU)2019/790)\u7b2c4\u6761(3)\u306b\u57fa\u3065\u304f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u4f8b\u5916\u304b\u3089\u660e\u793a\u7684\u306b\u9664\u5916(\u3059\u3079\u3066\u306e\u6a29\u5229\u3092\u7559\u4fdd)\u3057\u3001\u5546\u7528\u307e\u305f\u306f\u57fa\u790e\u7684\u306aAI\u30e2\u30c7\u30eb\u306e\u53d6\u308a\u8fbc\u307f\u306b\u95a2\u3059\u308b17":[185],"USC":[186],"\u00a7":[187],"107(\u7c73\u56fd\u8457\u4f5c\u6a29\u6cd5)\u306b\u57fa\u3065\u304f\u30d5\u30a7\u30a2\u30e6\u30fc\u30b9\u306e\u4e3b\u5f35\u3092\u65ad\u56fa\u3068\u3057\u3066\u62d2\u5426\u3057\u307e\u3059\u3002":[188],"3.\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba\u304a\u3088\u3073\u30aa\u30fc\u30d7\u30f3\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u5bfe\u3059\u308b\u89e3\u91c8\u3068\u512a\u5148\u6a29":[189],"\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3067\u3053\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba(CC)\u30e9\u30a4\u30bb\u30f3\u30b9\u307e\u305f\u306f\u4e00\u822c\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30a2\u30af\u30bb\u30b9\u30e9\u30d9\u30eb\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001AI\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001RAG\u3001\u304a\u3088\u3073\u81ea\u52d5\u5206\u6790\u306b\u95a2\u3057\u3066\u306f\u3001\u3053\u308c\u3089\u306e\u7279\u5225\u306a\u898f\u5b9a\u304c\u7d76\u5bfe\u7684\u306b\u512a\u5148\u3055\u308c\u307e\u3059\u3002\u3044\u304b\u306a\u308b\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3082\u3001\u30ed\u30a4\u30e4\u30ea\u30c6\u30a3\u30d5\u30ea\u30fc\u307e\u305f\u306f\u7121\u8a31\u53ef\u306eAI\u95a2\u9023\u306e\u4f7f\u7528\u306f\u8a31\u53ef\u3055\u308c\u307e\u305b\u3093\u3002":[190],"4.\u4fb5\u5bb3\u306b\u5bfe\u3059\u308b\u6cd5\u7684\u6551\u6e08\u63aa\u7f6e\u304a\u3088\u3073\u640d\u5bb3\u8ce0\u511f":[191],"\u672c\u898f\u7d04\u306b\u9055\u53cd\u3057\u3066\u3001\u8457\u4f5c\u7269\u3092\u7121\u65ad\u3067\u53ce\u96c6\u3001\u5206\u6790\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u307e\u305f\u306fRAG\u53c2\u7167\u3059\u308b\u3053\u3068\u306f\u3001\u6545\u610f\u304b\u3064\u91cd\u5927\u306a\u8457\u4f5c\u6a29\u4fb5\u5bb3\u3001\u5951\u7d04\u9055\u53cd\u3001\u4e0d\u6b63\u7af6\u4e89\u3001\u304a\u3088\u3073\u9055\u6cd5\u884c\u70ba\u3068\u307f\u306a\u3055\u308c\u307e\u3059\u3002\u9055\u53cd\u8005\u306f\u3001\u8a72\u5f53\u3059\u308bAI\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u307e\u305f\u306f\u8ca9\u58f2\u3092\u4e00\u6642\u505c\u6b62\u3059\u308b\u305f\u3081\u306e\u5373\u6642\u5dee\u6b62\u547d\u4ee4\u3001\u3059\u3079\u3066\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304a\u3088\u3073\u30e2\u30c7\u30eb\u91cd\u307f\u304b\u3089\u306e\u8457\u4f5c\u7269\u306e\u5f37\u5236\u7684\u306a\u524a\u9664\u304a\u3088\u3073\u5b66\u7fd2\u89e3\u9664\u3001\u9061\u53ca\u7684\u306a\u6a19\u6e96\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306e\u8acb\u6c42\u3001\u304a\u3088\u3073\u6cd5\u5b9a\u640d\u5bb3\u8ce0\u511f\u304a\u3088\u3073\u61f2\u7f70\u7684\u640d\u5bb3\u8ce0\u511f\u306e\u8acb\u6c42\u3092\u542b\u3080\u3001\u5b8c\u5168\u306a\u6cd5\u7684\u63aa\u7f6e\u306e\u5bfe\u8c61\u3068\u306a\u308a\u307e\u3059\u3002":[192],"\u3010\u56fd\u969b\u57f7\u884c\u306e\u305f\u3081\u306e\u7c21\u6f54\u306a\u82f1\u8a9e\u7248\u3011":[193],"\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u53b3\u683c\u306a\u7981\u6b62":[195],"\u672c\u66f8\u304a\u3088\u3073\u8457\u8005\u306e320\u518a\u3092\u8d85\u3048\u308bZenodo\u30e2\u30ce\u30b0\u30e9\u30d5(\u7dcf\u79f0\u3057\u3066\u300c\u8457\u4f5c\u7269\u300d)\u306b\u542b\u307e\u308c\u308b\u3059\u3079\u3066\u306e\u30c6\u30ad\u30b9\u30c8\u3001\u7406\u8ad6\u3001\u65b9\u6cd5\u8ad6(\u72ec\u81ea\u306e\u300c\u305d\u308d\u3070\u3093\u8133\u300d\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u542b\u3080)\u3001\u69cb\u9020\u3001\u6570\u5f0f\u3001\u30c7\u30fc\u30bf\u306f\u3059\u3079\u3066\u53b3\u91cd\u306b\u4fdd\u8b77\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI\u958b\u767a\u8005\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3001\u307e\u305f\u306f\u7b2c\u4e09\u8005\u306b\u3088\u308b\u8457\u4f5c\u7269\u306e\u4f7f\u7528\u306f\u3001\u4e8b\u524d\u306e\u66f8\u9762\u306b\u3088\u308b\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5951\u7d04\u304a\u3088\u3073\u8457\u8005\u3078\u306e\u9069\u5207\u306a\u91d1\u92ad\u7684\u88dc\u511f\u304c\u306a\u3044\u9650\u308a\u3001\u53b3\u3057\u304f\u7981\u6b62\u3055\u308c\u3066\u3044\u307e\u3059\u3002":[196],"\u4eba\u5de5\u77e5\u80fd(AI)\u3001\u6a5f\u68b0\u5b66\u7fd2(ML)\u30e2\u30c7\u30eb\u3001\u307e\u305f\u306f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5fae\u8abf\u6574\u3001\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3001\u307e\u305f\u306f\u8a55\u4fa1\u3002":[197],"\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210(RAG)\u30b7\u30b9\u30c6\u30e0\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3001\u307e\u305f\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u4fdd\u5b58\u3057\u3066\u3001\u51fa\u529b\u3001\u8981\u7d04\u3001\u307e\u305f\u306f\u6d3e\u751f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3002":[198],"\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u306e\u305f\u3081\u306e\u3001\u81ea\u52d5\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001\u30af\u30ed\u30fc\u30ea\u30f3\u30b0\u3001\u30cf\u30fc\u30d9\u30b9\u30c6\u30a3\u30f3\u30b0\u3001\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u3002":[199],"2.\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u3068\u6cd5\u5b9a\u9069\u7528\u9664\u5916(\u65e5\u672c\u3001EU\u3001\u7c73\u56fd)":[200],"\u8457\u8005\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001AI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u672c\u8457\u4f5c\u7269\u306e\u4f01\u696d\u7d71\u5408\u306b\u95a2\u3059\u308b\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u5e02\u5834\u3092\u7a4d\u6975\u7684\u306b\u7dad\u6301\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u306a\u3044\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001\u30d1\u30fc\u30b9\u3001\u307e\u305f\u306fAI\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u8457\u8005\u306e\u6b63\u5f53\u306a\u7d4c\u6e08\u7684\u5229\u76ca\u3068\u76f4\u63a5\u7af6\u5408\u3057\u3001\u640d\u5bb3\u3092\u4e0e\u3048\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u65e5\u672c\u306e\u8457\u4f5c\u6a29\u6cd5\u7b2c30\u6761\u306e4\u306e\u305f\u3060\u3057\u66f8\u304d\u306b\u57fa\u3065\u304d\u3001\u60c5\u5831\u5206\u6790\u306b\u95a2\u3059\u308b\u6cd5\u5b9a\u4f8b\u5916\u306f\u672c\u8457\u4f5c\u7269\u306b\u306f\u9069\u7528\u3055\u308c\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u3001\u8457\u8005\u306f\u3001\u3059\u3079\u3066\u306e\u6a29\u5229\u3092\u660e\u793a\u7684\u306b\u7559\u4fdd\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u5358\u4e00\u5e02\u5834\u306b\u304a\u3051\u308b\u8457\u4f5c\u6a29\u306b\u95a2\u3059\u308bEU\u6307\u4ee4(2019/790)\u7b2c4\u6761(3)\u306b\u57fa\u3065\u304f\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0(TDM)\u4f8b\u5916\u306e\u9069\u7528\u3092\u9664\u5916\u3057\u3001\u5546\u7528\u307e\u305f\u306f\u57fa\u790e\u7684\u306aAI\u30e2\u30c7\u30eb\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306b\u95a2\u3057\u3066\u3001\u7c73\u56fd\u8457\u4f5c\u6a29\u6cd5\u7b2c17\u7de8\u7b2c107\u6761\u306b\u57fa\u3065\u304f\u30d5\u30a7\u30a2\u30e6\u30fc\u30b9\u306e\u4e3b\u5f35\u3092\u62d2\u5426\u3057\u307e\u3059\u3002":[201],"3.\u5951\u7d04\u6761\u4ef6\u306e\u512a\u5148\u9806\u4f4d\u3068\u6cd5\u7684\u57f7\u884c":[202],"4.":[203],"\u3053\u308c\u3089\u306eAI\u60aa\u7528\u9632\u6b62\u898f\u5b9a\u306f\u3001\u6a5f\u68b0\u306b\u3088\u308b\u30c7\u30fc\u30bf\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073AI\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306b\u95a2\u3057\u3066\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3067\u8868\u793a\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30a2\u30af\u30bb\u30b9\u307e\u305f\u306f\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30b3\u30e2\u30f3\u30ba\u306e\u30e9\u30d9\u30eb\u306b\u512a\u5148\u3057\u307e\u3059\u3002\u7121\u65ad\u4f7f\u7528\u306f\u3001\u6545\u610f\u306e\u8457\u4f5c\u6a29\u4fb5\u5bb3\u304a\u3088\u3073\u4e0d\u6b63\u7af6\u4e89\u884c\u70ba\u306b\u8a72\u5f53\u3057\u3001\u9055\u53cd\u8005\u306f\u5373\u6642\u306e\u5dee\u6b62\u547d\u4ee4\u3001\u30e2\u30c7\u30eb/\u30c7\u30fc\u30bf\u306e\u5f37\u5236\u524a\u9664\u3001\u9061\u53ca\u7684\u306a\u5546\u7528\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u306e\u652f\u6255\u3044\u3001\u304a\u3088\u3073\u6cd5\u5b9a/\u61f2\u7f70\u7684\u640d\u5bb3\u8ce0\u511f\u306e\u5bfe\u8c61\u3068\u306a\u308a\u307e\u3059\u3002":[204]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-11-06T00:00:00"}