{"id":"https://openalex.org/W2902365810","doi":"https://doi.org/10.1109/tpami.2022.3196140","title":"Self-Guided Belief Propagation \u2013 a Homotopy Continuation Method","display_name":"Self-Guided Belief Propagation \u2013 a Homotopy Continuation Method","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W2902365810","doi":"https://doi.org/10.1109/tpami.2022.3196140","mag":"2902365810","pmid":"https://pubmed.ncbi.nlm.nih.gov/35939468"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2022.3196140","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tpami.2022.3196140","pdf_url":"https://ieeexplore.ieee.org/ielx7/34/4359286/09852264.pdf","source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/34/4359286/09852264.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009185697","display_name":"Christian Knoll","orcid":"https://orcid.org/0000-0003-3920-1419"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Christian Knoll","raw_affiliation_strings":["Signal Processing and Speech Communication Laboratory, Graz University of Technology, Austria","Institute of Electrical and Electronics Engineers"],"affiliations":[{"raw_affiliation_string":"Signal Processing and Speech Communication Laboratory, Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute of Electrical and Electronics Engineers","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Adrian Weller","orcid":"https://orcid.org/0000-0003-1915-7158"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT","GB"],"is_corresponding":false,"raw_author_name":"Adrian Weller","raw_affiliation_strings":["University of Cambridge, England","Graz University of Technology,#TAB#"],"affiliations":[{"raw_affiliation_string":"University of Cambridge, England","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Graz University of Technology,#TAB#","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015798259","display_name":"Franz Pernkopf","orcid":"https://orcid.org/0000-0002-6356-3367"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT","GB"],"is_corresponding":false,"raw_author_name":"Franz Pernkopf","raw_affiliation_strings":["Signal Processing and Speech Communication Laboratory, Graz University of Technology, Austria","Univ. of Cambridge"],"affiliations":[{"raw_affiliation_string":"Signal Processing and Speech Communication Laboratory, Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Univ. of Cambridge","institution_ids":["https://openalex.org/I241749"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009185697"],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":null,"apc_paid":null,"fwci":0.138,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.50369998,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"45","issue":"4","first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","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/T11303","display_name":"Bayesian Modeling and Causal Inference","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/T12072","display_name":"Machine Learning and Algorithms","score":0.9869999885559082,"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/T11321","display_name":"Error Correcting Code Techniques","score":0.9781000018119812,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/belief-propagation","display_name":"Belief propagation","score":0.902735710144043},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7180649042129517},{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.6600700616836548},{"id":"https://openalex.org/keywords/continuation","display_name":"Continuation","score":0.6485843658447266},{"id":"https://openalex.org/keywords/homotopy","display_name":"Homotopy","score":0.6336445212364197},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6272104978561401},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5235102772712708},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.5218783020973206},{"id":"https://openalex.org/keywords/propagation-of-uncertainty","display_name":"Propagation of uncertainty","score":0.4617230296134949},{"id":"https://openalex.org/keywords/approximate-inference","display_name":"Approximate inference","score":0.4193258583545685},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3931872844696045},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.3838745057582855},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.35318416357040405},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3319292366504669},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29506468772888184},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.11142095923423767}],"concepts":[{"id":"https://openalex.org/C152948882","wikidata":"https://www.wikidata.org/wiki/Q4060686","display_name":"Belief propagation","level":3,"score":0.902735710144043},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7180649042129517},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.6600700616836548},{"id":"https://openalex.org/C88626702","wikidata":"https://www.wikidata.org/wiki/Q1128903","display_name":"Continuation","level":2,"score":0.6485843658447266},{"id":"https://openalex.org/C5961521","wikidata":"https://www.wikidata.org/wiki/Q746083","display_name":"Homotopy","level":2,"score":0.6336445212364197},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6272104978561401},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5235102772712708},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5218783020973206},{"id":"https://openalex.org/C123614077","wikidata":"https://www.wikidata.org/wiki/Q1364905","display_name":"Propagation of uncertainty","level":2,"score":0.4617230296134949},{"id":"https://openalex.org/C2777472644","wikidata":"https://www.wikidata.org/wiki/Q16968992","display_name":"Approximate inference","level":3,"score":0.4193258583545685},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3931872844696045},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3838745057582855},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.35318416357040405},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3319292366504669},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29506468772888184},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.11142095923423767},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":8,"locations":[{"id":"doi:10.1109/tpami.2022.3196140","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tpami.2022.3196140","pdf_url":"https://ieeexplore.ieee.org/ielx7/34/4359286/09852264.pdf","source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:35939468","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35939468","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 pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:arXiv.org:1812.01339","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1812.01339","pdf_url":"https://arxiv.org/pdf/1812.01339","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2902365810","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1812.01339.pdf","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:generic.eprints.org:1283303","is_oa":false,"landing_page_url":"http://publications.eng.cam.ac.uk/1283303/","pdf_url":null,"source":{"id":"https://openalex.org/S4406922847","display_name":"Cambridge University Engineering Department Publications Database","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:www.repository.cam.ac.uk:1810/339961","is_oa":false,"landing_page_url":"https://www.repository.cam.ac.uk/handle/1810/339961","pdf_url":null,"source":{"id":"https://openalex.org/S4306401777","display_name":"Apollo (University of Cambridge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I241749","host_organization_name":"University of Cambridge","host_organization_lineage":["https://openalex.org/I241749"],"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":"Article"},{"id":"doi:10.48550/arxiv.1812.01339","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1812.01339","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"},{"id":"doi:10.17863/cam.87384","is_oa":true,"landing_page_url":"https://doi.org/10.17863/cam.87384","pdf_url":null,"source":{"id":"https://openalex.org/S7407050737","display_name":"Apollo","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1109/tpami.2022.3196140","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tpami.2022.3196140","pdf_url":"https://ieeexplore.ieee.org/ielx7/34/4359286/09852264.pdf","source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1577515033","display_name":null,"funder_award_id":"EP/V025279/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2126551001","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320319993","funder_display_name":"Leverhulme Trust"},{"id":"https://openalex.org/G8401716706","display_name":null,"funder_award_id":"EP/V025279/1","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"}],"funders":[{"id":"https://openalex.org/F4320310430","display_name":"TU Graz, Internationale Beziehungen und Mobilit\u00e4tsprogramme","ror":"https://ror.org/00d7xrm67"},{"id":"https://openalex.org/F4320313467","display_name":"Alan Turing Institute","ror":"https://ror.org/035dkdb55"},{"id":"https://openalex.org/F4320319993","display_name":"Leverhulme Trust","ror":"https://ror.org/012mzw131"},{"id":"https://openalex.org/F4320332688","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2902365810.pdf","grobid_xml":"https://content.openalex.org/works/W2902365810.grobid-xml"},"referenced_works_count":100,"referenced_works":["https://openalex.org/W121410702","https://openalex.org/W186521003","https://openalex.org/W1470223494","https://openalex.org/W1511986666","https://openalex.org/W1525888637","https://openalex.org/W1534663296","https://openalex.org/W1545898854","https://openalex.org/W1560512119","https://openalex.org/W1563704153","https://openalex.org/W1570420806","https://openalex.org/W1593793857","https://openalex.org/W1599270913","https://openalex.org/W1607862333","https://openalex.org/W1721817043","https://openalex.org/W1828211540","https://openalex.org/W1842236176","https://openalex.org/W1936569394","https://openalex.org/W1980452149","https://openalex.org/W1980769375","https://openalex.org/W1985813166","https://openalex.org/W2001353470","https://openalex.org/W2003435226","https://openalex.org/W2009386142","https://openalex.org/W2020999234","https://openalex.org/W2024710200","https://openalex.org/W2077136942","https://openalex.org/W2090719340","https://openalex.org/W2096462041","https://openalex.org/W2099164281","https://openalex.org/W2101478306","https://openalex.org/W2120340025","https://openalex.org/W2121845348","https://openalex.org/W2121927366","https://openalex.org/W2122772637","https://openalex.org/W2137813581","https://openalex.org/W2150675045","https://openalex.org/W2151781750","https://openalex.org/W2153495030","https://openalex.org/W2157321773","https://openalex.org/W2163364417","https://openalex.org/W2165949176","https://openalex.org/W2166765763","https://openalex.org/W2167149929","https://openalex.org/W2169415915","https://openalex.org/W2170267707","https://openalex.org/W2172204481","https://openalex.org/W2175160295","https://openalex.org/W2182990316","https://openalex.org/W2396077723","https://openalex.org/W2401737841","https://openalex.org/W2414396530","https://openalex.org/W2472143053","https://openalex.org/W2526329931","https://openalex.org/W2566505556","https://openalex.org/W2766323685","https://openalex.org/W2775175104","https://openalex.org/W2807232057","https://openalex.org/W2908188374","https://openalex.org/W2950654313","https://openalex.org/W2963389401","https://openalex.org/W2963500691","https://openalex.org/W2963561542","https://openalex.org/W2963743315","https://openalex.org/W2963867298","https://openalex.org/W2964008270","https://openalex.org/W2966373881","https://openalex.org/W2966932878","https://openalex.org/W2971301588","https://openalex.org/W3117045293","https://openalex.org/W3140660692","https://openalex.org/W4235499294","https://openalex.org/W4249513058","https://openalex.org/W6629015709","https://openalex.org/W6629741538","https://openalex.org/W6631424144","https://openalex.org/W6632679229","https://openalex.org/W6633434192","https://openalex.org/W6633670269","https://openalex.org/W6635752617","https://openalex.org/W6638018566","https://openalex.org/W6638132618","https://openalex.org/W6638725582","https://openalex.org/W6638856916","https://openalex.org/W6640150328","https://openalex.org/W6674768185","https://openalex.org/W6675262219","https://openalex.org/W6675575642","https://openalex.org/W6682199522","https://openalex.org/W6682202825","https://openalex.org/W6683189167","https://openalex.org/W6683951949","https://openalex.org/W6685097678","https://openalex.org/W6685897926","https://openalex.org/W6711959767","https://openalex.org/W6712821874","https://openalex.org/W6716207201","https://openalex.org/W6720208754","https://openalex.org/W6747108360","https://openalex.org/W6752562311","https://openalex.org/W6762455088"],"related_works":["https://openalex.org/W3037497132","https://openalex.org/W2098678088","https://openalex.org/W2612976922","https://openalex.org/W2962873971","https://openalex.org/W2794731806","https://openalex.org/W2786131558","https://openalex.org/W2129465635","https://openalex.org/W2128604234","https://openalex.org/W2067607924","https://openalex.org/W2148877605","https://openalex.org/W2951056763","https://openalex.org/W1659337733","https://openalex.org/W3034931424","https://openalex.org/W2159992248","https://openalex.org/W2903336542","https://openalex.org/W2754897579","https://openalex.org/W3081694630","https://openalex.org/W15601695","https://openalex.org/W2807557496","https://openalex.org/W2083970694"],"abstract_inverted_index":{"Belief":[0],"propagation":[1,24],"(BP)":[2],"is":[3,94],"a":[4,39,53,107],"popular":[5],"method":[6,36],"for":[7,68],"performing":[8],"probabilistic":[9],"inference":[10],"on":[11],"graphical":[12],"models.":[13],"In":[14],"this":[15],"work,":[16],"we":[17,79],"enhance":[18],"BP":[19,101,114],"and":[20,42,88,103,110],"propose":[21],"self-guided":[22],"belief":[23],"(SBP)":[25],"that":[26,58],"incorporates":[27],"the":[28,44,48,61,65,75],"pairwise":[29],"potentials":[30,87],"only":[31],"gradually.":[32],"This":[33],"homotopy":[34],"continuation":[35],"converges":[37],"to":[38,56,82],"unique":[40],"solution":[41,112],"increases":[43],"accuracy":[45,99],"without":[46],"increasing":[47],"computational":[49],"burden.":[50],"We":[51],"provide":[52],"formal":[54],"analysis":[55],"demonstrate":[57],"SBP":[59,81,93,105],"finds":[60],"global":[62],"optimum":[63],"of":[64,98],"Bethe":[66],"approximation":[67],"attractive":[69],"models":[70],"where":[71],"all":[72],"variables":[73],"favor":[74],"same":[76],"state.":[77],"Moreover,":[78],"apply":[80],"various":[83],"graphs":[84],"with":[85],"random":[86],"empirically":[89],"show":[90],"that:":[91],"(i)":[92],"superior":[95],"in":[96],"terms":[97],"whenever":[100,113],"converges,":[102],"(ii)":[104],"obtains":[106],"unique,":[108],"stable,":[109],"accurate":[111],"does":[115],"not":[116],"converge.":[117]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2025-10-10T00:00:00"}