{"id":"https://openalex.org/W4400072470","doi":"https://doi.org/10.1109/jbhi.2024.3416897","title":"Scaling Representation Learning From Ubiquitous ECG With State-Space Models","display_name":"Scaling Representation Learning From Ubiquitous ECG With State-Space Models","publication_year":2024,"publication_date":"2024-06-27","ids":{"openalex":"https://openalex.org/W4400072470","doi":"https://doi.org/10.1109/jbhi.2024.3416897","pmid":"https://pubmed.ncbi.nlm.nih.gov/38935470"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3416897","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3416897","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5048302987","display_name":"Kleanthis Avramidis","orcid":"https://orcid.org/0000-0003-0308-795X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kleanthis Avramidis","raw_affiliation_strings":["Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078455192","display_name":"Dominika Kunc","orcid":"https://orcid.org/0000-0003-2918-0423"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Dominika Kunc","raw_affiliation_strings":["Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043158526","display_name":"Bartosz Perz","orcid":"https://orcid.org/0000-0002-9940-5117"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Bartosz Perz","raw_affiliation_strings":["Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015158263","display_name":"Kranti Adsul","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kranti Adsul","raw_affiliation_strings":["Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100567944","display_name":"Tiantian Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tiantian Feng","raw_affiliation_strings":["Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049612210","display_name":"Przemys\u0142aw Kazienko","orcid":"https://orcid.org/0000-0001-5868-356X"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Przemys\u0142aw Kazienko","raw_affiliation_strings":["Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106026061","display_name":"Stanis\u0142aw Saganowski","orcid":"https://orcid.org/0000-0003-3607-5920"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Stanis\u0142aw Saganowski","raw_affiliation_strings":["Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010028928","display_name":"Shrikanth Narayanan","orcid":"https://orcid.org/0000-0002-1052-6204"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shrikanth Narayanan","raw_affiliation_strings":["Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5048302987"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":4.4264,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95266194,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"28","issue":"10","first_page":"5877","last_page":"5889"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9437000155448914,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9437000155448914,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6406035423278809},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6147053241729736},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.579940676689148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4701170027256012},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.44466203451156616},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4415053427219391},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3622916340827942},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1701582670211792},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15984833240509033}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6406035423278809},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6147053241729736},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.579940676689148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4701170027256012},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.44466203451156616},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4415053427219391},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3622916340827942},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1701582670211792},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15984833240509033},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3416897","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3416897","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:38935470","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38935470","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4495726782","display_name":null,"funder_award_id":"N660012324006","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320322622","display_name":"Toyota Motor Corporation","ror":"https://ror.org/02zqm6r10"},{"id":"https://openalex.org/F4320328499","display_name":"Narodowa Agencja Wymiany Akademickiej","ror":null},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W1894490285","https://openalex.org/W1985541164","https://openalex.org/W2002055708","https://openalex.org/W2026891775","https://openalex.org/W2045528981","https://openalex.org/W2112114220","https://openalex.org/W2130809717","https://openalex.org/W2163570218","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2321533354","https://openalex.org/W2346454595","https://openalex.org/W2522453581","https://openalex.org/W2581082771","https://openalex.org/W2599124244","https://openalex.org/W2731964405","https://openalex.org/W2752234714","https://openalex.org/W2798651459","https://openalex.org/W2886978311","https://openalex.org/W2894771803","https://openalex.org/W2895763047","https://openalex.org/W2896457183","https://openalex.org/W2897444637","https://openalex.org/W2899663614","https://openalex.org/W2902644322","https://openalex.org/W2903973636","https://openalex.org/W2912483755","https://openalex.org/W2919115771","https://openalex.org/W2935937194","https://openalex.org/W2951160251","https://openalex.org/W2979903110","https://openalex.org/W3005055041","https://openalex.org/W3005864656","https://openalex.org/W3011735246","https://openalex.org/W3027572331","https://openalex.org/W3035725276","https://openalex.org/W3040854424","https://openalex.org/W3084949122","https://openalex.org/W3091994574","https://openalex.org/W3106455851","https://openalex.org/W3109650690","https://openalex.org/W3115968411","https://openalex.org/W3125128672","https://openalex.org/W3127637041","https://openalex.org/W3134210100","https://openalex.org/W3156670062","https://openalex.org/W3162758083","https://openalex.org/W3164440025","https://openalex.org/W3177342940","https://openalex.org/W3195146636","https://openalex.org/W3200271021","https://openalex.org/W3207191185","https://openalex.org/W3209374680","https://openalex.org/W4205164650","https://openalex.org/W4206135956","https://openalex.org/W4210866342","https://openalex.org/W4211211720","https://openalex.org/W4223523352","https://openalex.org/W4246193833","https://openalex.org/W4281492411","https://openalex.org/W4283697304","https://openalex.org/W4285244280","https://openalex.org/W4289550913","https://openalex.org/W4293373522","https://openalex.org/W4294052978","https://openalex.org/W4296026654","https://openalex.org/W4312046000","https://openalex.org/W4327811130","https://openalex.org/W4360764526","https://openalex.org/W4362496488","https://openalex.org/W4377861686","https://openalex.org/W4379382506","https://openalex.org/W4386362877","https://openalex.org/W4390832810","https://openalex.org/W4390905885","https://openalex.org/W4393058727","https://openalex.org/W6755977528","https://openalex.org/W6778883912","https://openalex.org/W6780218876","https://openalex.org/W6780576590","https://openalex.org/W6781533629","https://openalex.org/W6782420349","https://openalex.org/W6802912272","https://openalex.org/W6803444062","https://openalex.org/W6838895826","https://openalex.org/W6850768825","https://openalex.org/W6860396853"],"related_works":["https://openalex.org/W141820298","https://openalex.org/W2049584446","https://openalex.org/W2079781215","https://openalex.org/W4378770497","https://openalex.org/W4308245303","https://openalex.org/W2014033564","https://openalex.org/W2910573937","https://openalex.org/W4385571583","https://openalex.org/W4389519396","https://openalex.org/W2113438243"],"abstract_inverted_index":{"Ubiquitous":[0],"sensing":[1],"from":[2,14,46,112],"wearable":[3],"devices":[4],"in":[5,58,76,81,119,131,165],"the":[6,28,55,62,72,132,159],"wild":[7,133],"holds":[8],"promise":[9],"for":[10,39,109,150],"enhancing":[11],"human":[12],"well-being,":[13],"diagnosing":[15],"clinical":[16],"conditions":[17],"and":[18,61,85,98,134],"measuring":[19],"stress":[20,84],"to":[21],"building":[22],"adaptive":[23],"health":[24,82],"promoting":[25],"scaffolds.":[26],"But":[27],"large":[29],"volumes":[30],"of":[31,64,140,158],"data":[32,96],"therein":[33],"across":[34],"heterogeneous":[35],"contexts":[36],"pose":[37],"challenges":[38],"conventional":[40],"supervised":[41],"learning":[42,111],"approaches.":[43],"Representation":[44],"Learning":[45],"biological":[47],"signals":[48],"is":[49,71,146],"an":[50],"emerging":[51],"realm":[52],"catalyzed":[53],"by":[54,93],"recent":[56],"advances":[57],"computational":[59],"modeling":[60],"abundance":[63],"publicly":[65],"shared":[66],"databases.":[67],"The":[68,143],"electrocardiogram":[69],"(ECG)":[70],"primary":[73],"researched":[74],"modality":[75],"this":[77,117],"context,":[78],"with":[79,123],"applications":[80],"monitoring,":[83],"affect":[86],"estimation.":[87],"Yet,":[88],"most":[89,157],"studies":[90],"are":[91],"limited":[92],"small-scale":[94],"controlled":[95],"collection":[97],"over-parameterized":[99],"architecture":[100],"choices.":[101],"We":[102,115],"introduce":[103],"WildECG,":[104],"a":[105,120,138,147],"pre-trained":[106],"state-space":[107],"model":[108,118,145],"representation":[110],"ECG":[113,128,151],"signals.":[114],"train":[116],"self-supervised":[121],"manner":[122],"275":[124],"000":[125],"10":[126],"s":[127],"recordings":[129],"collected":[130],"evaluate":[135],"it":[136],"on":[137,156],"range":[139],"downstream":[141],"tasks.":[142],"proposed":[144],"robust":[148],"backbone":[149],"analysis,":[152],"providing":[153],"competitive":[154],"performance":[155],"tasks":[160],"considered,":[161],"while":[162],"demonstrating":[163],"efficacy":[164],"low-resource":[166],"regimes.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
