{"id":"https://openalex.org/W4406610851","doi":"https://doi.org/10.1109/tnnls.2025.3527223","title":"Score-Based Neural Processes","display_name":"Score-Based Neural Processes","publication_year":2025,"publication_date":"2025-01-20","ids":{"openalex":"https://openalex.org/W4406610851","doi":"https://doi.org/10.1109/tnnls.2025.3527223","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031182"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2025.3527223","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2025.3527223","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032456103","display_name":"Hongkun Dou","orcid":"https://orcid.org/0000-0001-6185-5369"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongkun Dou","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6185-5369","affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002324478","display_name":"Junzhe Lu","orcid":"https://orcid.org/0000-0002-5780-4574"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junzhe Lu","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5780-4574","affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zeyu Li","orcid":"https://orcid.org/0000-0002-8693-0334"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Li","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8693-0334","affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104008109","display_name":"Xiaoqing Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I194716290","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59","country_code":"CN","type":"government","lineage":["https://openalex.org/I194716290","https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqing Zhong","raw_affiliation_strings":["Institute of Telecommunication and Navigation Satellites, China Academy of Space Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Telecommunication and Navigation Satellites, China Academy of Space Technology, Beijing, China","institution_ids":["https://openalex.org/I194716290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089866078","display_name":"Wen Yao","orcid":"https://orcid.org/0000-0001-5224-9834"},"institutions":[{"id":"https://openalex.org/I4210160531","display_name":"Chinese People's Liberation Army","ror":"https://ror.org/05tf9r976","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210160531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Yao","raw_affiliation_strings":["Defense Innovation Institute, Chinese Academy of Military Science, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5224-9834","affiliations":[{"raw_affiliation_string":"Defense Innovation Institute, Chinese Academy of Military Science, Beijing, China","institution_ids":["https://openalex.org/I4210160531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101017494","display_name":"Lijun Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijun Yang","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082404485","display_name":"Yue Deng","orcid":"https://orcid.org/0000-0003-2871-8922"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Deng","raw_affiliation_strings":["Institute of Artificial Intelligence, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2871-8922","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5032456103"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":2.1733,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86955654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"36","issue":"6","first_page":"11589","last_page":"11601"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.6676999926567078,"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/T10320","display_name":"Neural Networks and Applications","score":0.6676999926567078,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4930677115917206},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3919444680213928}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4930677115917206},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3919444680213928}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2025.3527223","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2025.3527223","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:40031182","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031182","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":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4613763696","display_name":null,"funder_award_id":"62031001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G645526940","display_name":null,"funder_award_id":"62325101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1503185336","https://openalex.org/W1505878979","https://openalex.org/W1571870753","https://openalex.org/W1590636096","https://openalex.org/W1834627138","https://openalex.org/W1991111872","https://openalex.org/W2013035813","https://openalex.org/W2112796928","https://openalex.org/W2164001739","https://openalex.org/W2164452159","https://openalex.org/W2914602189","https://openalex.org/W2948978827","https://openalex.org/W2995438359","https://openalex.org/W3096831136","https://openalex.org/W3137320761","https://openalex.org/W3168997536","https://openalex.org/W3174686248","https://openalex.org/W4226052194","https://openalex.org/W4281263494","https://openalex.org/W4282923530","https://openalex.org/W4306317966","https://openalex.org/W4307779123","https://openalex.org/W4312497550","https://openalex.org/W4321524707","https://openalex.org/W4385245566","https://openalex.org/W4387848755","https://openalex.org/W4392244955","https://openalex.org/W6674989108","https://openalex.org/W6718763946","https://openalex.org/W6730998768","https://openalex.org/W6736057607","https://openalex.org/W6746015598","https://openalex.org/W6749101112","https://openalex.org/W6750254146","https://openalex.org/W6752040014","https://openalex.org/W6752968661","https://openalex.org/W6755056417","https://openalex.org/W6755095635","https://openalex.org/W6755477022","https://openalex.org/W6758711939","https://openalex.org/W6759172331","https://openalex.org/W6762871372","https://openalex.org/W6765775151","https://openalex.org/W6767599400","https://openalex.org/W6769905080","https://openalex.org/W6778946027","https://openalex.org/W6779823529","https://openalex.org/W6779886411","https://openalex.org/W6780164432","https://openalex.org/W6781903740","https://openalex.org/W6783741718","https://openalex.org/W6784083454","https://openalex.org/W6786375611","https://openalex.org/W6788216205","https://openalex.org/W6788517137","https://openalex.org/W6789888201","https://openalex.org/W6790676413","https://openalex.org/W6791474755","https://openalex.org/W6796588791","https://openalex.org/W6797417817","https://openalex.org/W6803078664","https://openalex.org/W6809849193","https://openalex.org/W6809940947","https://openalex.org/W6838474431","https://openalex.org/W6838639034","https://openalex.org/W6839052650","https://openalex.org/W6839443103","https://openalex.org/W6846236938","https://openalex.org/W6846287049","https://openalex.org/W6846662260","https://openalex.org/W6849900285","https://openalex.org/W6850848110","https://openalex.org/W6875795074","https://openalex.org/W6963654720"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Neural":[0],"processes":[1],"(NPs)":[2],"have":[3],"recently":[4,63],"emerged":[5],"as":[6,119],"a":[7,76,111],"powerful":[8],"meta-learning":[9],"framework":[10],"capable":[11],"of":[12,20,26,42,114],"making":[13],"predictions":[14],"based":[15],"on":[16,39,159],"an":[17],"arbitrary":[18],"number":[19],"context":[21],"points.":[22],"However,":[23],"the":[24,34,40,47,85,88,150,153],"learning":[25,92],"NPs":[27],"and":[28,162,170],"their":[29],"variants":[30],"is":[31,126],"hindered":[32],"by":[33,74],"need":[35],"for":[36,142],"explicit":[37],"reliance":[38],"log-likelihood":[41,90],"predictive":[43],"distributions,":[44],"which":[45,148],"complicates":[46],"training":[48],"process.":[49,78],"To":[50,135],"tackle":[51],"this":[52,136],"problem,":[53],"we":[54,138],"introduce":[55],"score-based":[56,65],"NP":[57,174],"(SNP)":[58],"models,":[59],"drawing":[60],"inspiration":[61],"from":[62,72],"developed":[64],"generative":[66],"models":[67],"(SGMs)":[68],"that":[69,100,106],"restore":[70],"data":[71,120],"noise":[73],"reversing":[75],"perturbation":[77],"With":[79],"denoising":[80],"score":[81,94,101,146],"matching":[82],"(DSM)":[83],"techniques,":[84],"SNPs":[86,151,166],"bypass":[87],"intractable":[89],"calculations,":[91],"parameterized":[93],"functions":[95,102],"instead.":[96],"We":[97],"also":[98],"demonstrate":[99],"possess":[103],"excellent":[104],"attributes":[105],"enable":[107],"us":[108],"to":[109,128],"represent":[110],"wide":[112],"family":[113],"conditional":[115],"distributions":[116],"naturally.":[117],"Moreover,":[118],"points":[121],"are":[122],"inherently":[123],"unordered,":[124],"it":[125],"crucial":[127],"incorporate":[129],"appropriate":[130],"inductive":[131],"biases":[132],"into":[133],"SNPs.":[134],"end,":[137],"propose":[139],"building":[140],"blocks":[141],"parameterizing":[143],"permutation":[144],"equivariant":[145],"functions,":[147],"induce":[149],"with":[152],"desired":[154],"properties.":[155],"Through":[156],"extensive":[157],"experimentation":[158],"both":[160],"synthetic":[161],"real-world":[163],"datasets,":[164],"our":[165],"exhibit":[167],"remarkable":[168],"performance":[169],"outperform":[171],"existing":[172],"state-of-the-art":[173],"approaches.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}