{"id":"https://openalex.org/W4388938618","doi":"https://doi.org/10.3390/jimaging9120259","title":"CL3: Generalization of Contrastive Loss for Lifelong Learning","display_name":"CL3: Generalization of Contrastive Loss for Lifelong Learning","publication_year":2023,"publication_date":"2023-11-23","ids":{"openalex":"https://openalex.org/W4388938618","doi":"https://doi.org/10.3390/jimaging9120259","pmid":"https://pubmed.ncbi.nlm.nih.gov/38132677"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging9120259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging9120259","pdf_url":"https://www.mdpi.com/2313-433X/9/12/259/pdf?version=1700754903","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/9/12/259/pdf?version=1700754903","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101602034","display_name":"Kaushik Roy","orcid":"https://orcid.org/0000-0003-2727-6704"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Kaushik Roy","raw_affiliation_strings":["Data61, CSIRO, Brisbane, QLD 4069, Australia","Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Clayton, VIC 3800, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2727-6704","affiliations":[{"raw_affiliation_string":"Data61, CSIRO, Brisbane, QLD 4069, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Clayton, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005324197","display_name":"Christian Simon","orcid":"https://orcid.org/0009-0003-6129-2078"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Christian Simon","raw_affiliation_strings":["School of Engineering, College of Engineering, Computing and Cybernetics, Australian National University, Canberra, ACT 2601, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, College of Engineering, Computing and Cybernetics, Australian National University, Canberra, ACT 2601, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008586469","display_name":"Peyman Moghadam","orcid":"https://orcid.org/0000-0002-8169-3560"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Peyman Moghadam","raw_affiliation_strings":["Data61, CSIRO, Brisbane, QLD 4069, Australia","School of Electrical Engineering and Robotics, Faculty of Engineering, Queensland University of Technology, Brisbane, QLD 4000, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8169-3560","affiliations":[{"raw_affiliation_string":"Data61, CSIRO, Brisbane, QLD 4069, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"School of Electrical Engineering and Robotics, Faculty of Engineering, Queensland University of Technology, Brisbane, QLD 4000, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021790939","display_name":"Mehrtash Harandi","orcid":"https://orcid.org/0000-0002-6937-6300"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mehrtash Harandi","raw_affiliation_strings":["Data61, CSIRO, Brisbane, QLD 4069, Australia","Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Clayton, VIC 3800, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data61, CSIRO, Brisbane, QLD 4069, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Clayton, VIC 3800, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101602034"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916","https://openalex.org/I56590836"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":0.6592,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75598056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"9","issue":"12","first_page":"259","last_page":"259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998999834060669,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998999834060669,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9988999962806702,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9466000199317932,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.9338844418525696},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8096665143966675},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6957926154136658},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6442925930023193},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.640186071395874},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5425847172737122},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.517683744430542},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5059849619865417},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47740355134010315},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.476413369178772},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4757934808731079},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.46755754947662354},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.421744167804718},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09449580311775208}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.9338844418525696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8096665143966675},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6957926154136658},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6442925930023193},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.640186071395874},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5425847172737122},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.517683744430542},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5059849619865417},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47740355134010315},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.476413369178772},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4757934808731079},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.46755754947662354},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.421744167804718},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09449580311775208},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/jimaging9120259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging9120259","pdf_url":"https://www.mdpi.com/2313-433X/9/12/259/pdf?version=1700754903","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:38132677","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38132677","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10743874","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10743874","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10743874/pdf/jimaging-09-00259.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:678a5e0f9fd04415b42d0690d2485085","is_oa":true,"landing_page_url":"https://doaj.org/article/678a5e0f9fd04415b42d0690d2485085","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Imaging, Vol 9, Iss 12, p 259 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/jimaging9120259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging9120259","pdf_url":"https://www.mdpi.com/2313-433X/9/12/259/pdf?version=1700754903","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7783930620","display_name":"Exploiting Geometries of Learning for Fast, Adaptive and Robust AI","funder_award_id":"DP230101176","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4388938618.pdf"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1682403713","https://openalex.org/W2037979274","https://openalex.org/W2112796928","https://openalex.org/W2116522068","https://openalex.org/W2117539524","https://openalex.org/W2131140847","https://openalex.org/W2138621090","https://openalex.org/W2144219012","https://openalex.org/W2144935315","https://openalex.org/W2186222003","https://openalex.org/W2194775991","https://openalex.org/W2473930607","https://openalex.org/W2560647685","https://openalex.org/W2737492962","https://openalex.org/W2788388592","https://openalex.org/W2804175194","https://openalex.org/W2902456977","https://openalex.org/W2948734064","https://openalex.org/W2954929116","https://openalex.org/W2963559848","https://openalex.org/W2964189064","https://openalex.org/W2978098801","https://openalex.org/W2982701845","https://openalex.org/W3015119298","https://openalex.org/W3027758526","https://openalex.org/W3035060554","https://openalex.org/W3035501943","https://openalex.org/W3035524453","https://openalex.org/W3046253174","https://openalex.org/W3118608800","https://openalex.org/W3128661784","https://openalex.org/W3130320103","https://openalex.org/W3156636935","https://openalex.org/W3159481202","https://openalex.org/W3174917907","https://openalex.org/W3175516982","https://openalex.org/W3201391143","https://openalex.org/W4214662032","https://openalex.org/W4225777901","https://openalex.org/W4245895156","https://openalex.org/W4287891011","https://openalex.org/W4298116016","https://openalex.org/W4312238419","https://openalex.org/W4312466677","https://openalex.org/W4312647976","https://openalex.org/W4377042032","https://openalex.org/W4385613079","https://openalex.org/W4387225713","https://openalex.org/W6680962578","https://openalex.org/W6738602802","https://openalex.org/W6756754374","https://openalex.org/W6764645560","https://openalex.org/W6779326418"],"related_works":["https://openalex.org/W3186262193","https://openalex.org/W3192176272","https://openalex.org/W4297634446","https://openalex.org/W4381322349","https://openalex.org/W3157400488","https://openalex.org/W4382021137","https://openalex.org/W3034933965","https://openalex.org/W2892655153","https://openalex.org/W4292793971","https://openalex.org/W4287067590"],"abstract_inverted_index":{"Lifelong":[0],"learning":[1,3,53,71,83,146],"portrays":[2],"gradually":[4],"in":[5,118,125,139],"nonstationary":[6],"environments":[7],"and":[8,19,103,144],"emulates":[9],"the":[10,41,46,140],"process":[11],"of":[12,43,48,69,87,93,100],"human":[13],"learning,":[14],"which":[15],"is":[16],"efficient,":[17],"robust,":[18],"able":[20],"to":[21,39,72,77,121],"learn":[22],"new":[23,54],"concepts":[24],"incrementally":[25],"from":[26,84],"sequential":[27],"experience.":[28],"To":[29],"equip":[30],"neural":[31,75],"networks":[32],"with":[33],"such":[34],"a":[35,61,74,85,109,126],"capability,":[36],"one":[37],"needs":[38],"overcome":[40],"problem":[42],"catastrophic":[44,98],"forgetting,":[45],"phenomenon":[47],"forgetting":[49,99],"past":[50,80],"knowledge":[51,63,81],"while":[52,82],"concepts.":[55],"In":[56],"this":[57],"work,":[58],"we":[59],"propose":[60],"novel":[62,123],"distillation":[64,95],"algorithm":[65],"that":[66,133],"makes":[67],"use":[68],"contrastive":[70,94],"help":[73],"network":[76],"preserve":[78],"its":[79],"series":[86],"tasks.":[88],"Our":[89,129],"proposed":[90],"generalized":[91],"form":[92],"strategy":[96],"tackles":[97],"old":[101],"knowledge,":[102],"minimizes":[104],"semantic":[105],"drift":[106],"by":[107],"maintaining":[108],"similar":[110],"embedding":[111],"space,":[112],"as":[113,115],"well":[114],"ensures":[116],"compactness":[117],"feature":[119],"distribution":[120],"accommodate":[122],"tasks":[124],"current":[127],"model.":[128],"comprehensive":[130],"study":[131],"shows":[132],"our":[134],"method":[135],"achieves":[136],"improved":[137],"performances":[138],"challenging":[141],"class-incremental,":[142],"task-incremental,":[143],"domain-incremental":[145],"for":[147],"supervised":[148],"scenarios.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
