{"id":"https://openalex.org/W7204959031","doi":"https://doi.org/10.48550/arxiv.2608.31097","title":"Cross-Regional Grapevine Cold Hardiness Prediction via Learned Multimodal Latent Representations","display_name":"Cross-Regional Grapevine Cold Hardiness Prediction via Learned Multimodal Latent Representations","publication_year":2026,"publication_date":"2026-08-31","ids":{"openalex":"https://openalex.org/W7204959031","doi":"https://doi.org/10.48550/arxiv.2608.31097"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.31097","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.31097","pdf_url":"https://arxiv.org/pdf/2608.31097","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.31097","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129729422","display_name":"William Solow","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Solow, William","raw_affiliation_strings":["Oregon State University ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oregon State University ,","institution_ids":["https://openalex.org/I131249849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071259293","display_name":"Paola Pes\u00e1ntez\u2010Cabrera","orcid":"https://orcid.org/0000-0002-5511-1037","observed_orcids":["https://orcid.org/0000-0002-5511-1037"]},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pesantez-Cabrera, Paola","raw_affiliation_strings":["Washington State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032977337","display_name":"Markus Keller","orcid":"https://orcid.org/0000-0003-2144-2388","observed_orcids":["https://orcid.org/0000-0003-2144-2388"]},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Keller, Markus","raw_affiliation_strings":["Washington State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129662958","display_name":"Lav Khot","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Khot, Lav","raw_affiliation_strings":["Washington State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120494132","display_name":"Sandhya Saisubramanian","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saisubramanian, Sandhya","raw_affiliation_strings":["Oregon State University ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oregon State University ,","institution_ids":["https://openalex.org/I131249849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5148921124","display_name":"Alan Fern","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fern, Alan","raw_affiliation_strings":["Oregon State University ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oregon State University ,","institution_ids":["https://openalex.org/I131249849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T11796","display_name":"Horticultural and Viticultural Research","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11796","display_name":"Horticultural and Viticultural Research","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.024900000542402267,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11546","display_name":"Plant Physiology and Cultivation Studies","score":0.01730000041425228,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/grapevine","display_name":"grapevine","score":0.796999990940094},{"id":"https://openalex.org/keywords/dormant-buds","display_name":"dormant buds","score":0.5149999856948853},{"id":"https://openalex.org/keywords/frost-damage","display_name":"frost damage","score":0.5180000066757202},{"id":"https://openalex.org/keywords/zero-shot-transfer","display_name":"zero-shot transfer","score":0.7770000100135803},{"id":"https://openalex.org/keywords/few-shot-transfer","display_name":"few-shot transfer","score":0.9959999918937683},{"id":"https://openalex.org/keywords/latent-representations","display_name":"latent representations","score":0.656000018119812},{"id":"https://openalex.org/keywords/learned-embeddings","display_name":"learned embeddings","score":0.7300000190734863},{"id":"https://openalex.org/keywords/data-scarce-regions","display_name":"data-scarce regions","score":0.843999981880188},{"id":"https://openalex.org/keywords/multimodal-representation","display_name":"multimodal representation","score":0.4860000014305115}],"concepts":[{"id":"https://openalex.org/C2780390811","wikidata":"https://www.wikidata.org/wiki/Q1852702","display_name":"Hardiness (plants)","level":3,"score":0.9379000067710876},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5521000027656555},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5273000001907349},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44620001316070557},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42989999055862427},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.38019999861717224},{"id":"https://openalex.org/C2776727640","wikidata":"https://www.wikidata.org/wiki/Q2822759","display_name":"Freezing tolerance","level":3,"score":0.3596000075340271},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C2992529232","wikidata":"https://www.wikidata.org/wiki/Q1036696","display_name":"Cold stress","level":3,"score":0.27959999442100525},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C2778651947","wikidata":"https://www.wikidata.org/wiki/Q5099063","display_name":"Chilling requirement","level":4,"score":0.2533000111579895}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2608.31097","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.31097","pdf_url":"https://arxiv.org/pdf/2608.31097","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2608.31097","doi":"https://doi.org/10.48550/arxiv.2608.31097","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.31097","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.31097","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.31097","pdf_url":"https://arxiv.org/pdf/2608.31097","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.6735000014305115}],"study_designs":[],"awards":[{"id":"https://openalex.org/G261108439","display_name":null,"funder_award_id":"2021-67021-35344","funder_id":"https://openalex.org/F4320306114","funder_display_name":"U.S. Department of Agriculture"},{"id":"https://openalex.org/G3887789528","display_name":null,"funder_award_id":"2021-67021- 35344","funder_id":"https://openalex.org/F4320332299","funder_display_name":"National Institute of Food and Agriculture"},{"id":"https://openalex.org/G5620962805","display_name":null,"funder_award_id":"67021","funder_id":"https://openalex.org/F4320332299","funder_display_name":"National Institute of Food and Agriculture"}],"funders":[{"id":"https://openalex.org/F4320306114","display_name":"U.S. Department of Agriculture","ror":"https://ror.org/01na82s61"},{"id":"https://openalex.org/F4320309913","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17"},{"id":"https://openalex.org/F4320332299","display_name":"National Institute of Food and Agriculture","ror":"https://ror.org/05qx3fv49"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204959031.pdf","grobid_xml":"https://content.openalex.org/works/W7204959031.grobid-xml"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W1924770834","https://openalex.org/W4391709827","https://openalex.org/W7137994553"],"related_works":["https://openalex.org/W4417091951","https://openalex.org/W4382318504","https://openalex.org/W4414579118","https://openalex.org/W3168104126","https://openalex.org/W4390404504","https://openalex.org/W7163266916","https://openalex.org/W4320472690","https://openalex.org/W7163426458","https://openalex.org/W7165365910","https://openalex.org/W7137994553"],"abstract_inverted_index":{"Accurate":[0],"daily":[1],"predictions":[2,63,162],"of":[3,48,56,77,122],"cold":[4,49,61,91,155],"hardiness":[5,50,62,92,156],"in":[6,11,81,111],"woody":[7],"plants":[8],"are":[9],"critical":[10],"regions":[12,66,144],"where":[13],"freezing":[14],"temperatures":[15],"can":[16],"damage":[17],"dormant":[18],"buds":[19],"and":[20,27,67,74,125,128,136,163],"reduce":[21],"seasonal":[22],"yield.":[23],"Existing":[24],"biophysical,":[25],"hybrid,":[26],"deep":[28],"learning":[29],"models":[30],"have":[31],"shown":[32],"high":[33],"predictive":[34],"accuracy":[35],"when":[36],"trained":[37],"on":[38,140],"local":[39],"data":[40],"but":[41],"remain":[42],"largely":[43],"site-specific.":[44],"The":[45],"limited":[46,70,130],"availability":[47],"data,":[51],"coupled":[52],"with":[53],"the":[54,71,123],"lack":[55],"principled":[57],"methods":[58],"for":[59],"transferring":[60],"to":[64,167],"new":[65],"cultivars,":[68],"has":[69],"broader":[72],"adoption":[73],"practical":[75],"utility":[76],"these":[78,86],"approaches,":[79],"particularly":[80],"data-scarce":[82,168],"regions.":[83,169],"To":[84,108],"address":[85],"limitations,":[87],"we":[88,115],"propose":[89],"a":[90,97],"prediction":[93,110,157],"framework":[94],"that":[95,149],"learns":[96],"transferable":[98],"latent":[99],"representation":[100],"by":[101],"capturing":[102],"region-specific":[103],"variation":[104],"through":[105],"learned":[106],"embeddings.":[107],"enable":[109],"previously":[112],"unseen":[113],"regions,":[114],"infer":[116],"embeddings":[117],"from":[118,142],"(1)":[119],"text":[120],"descriptions":[121],"cultivar":[124],"growing":[126],"region,":[127],"(2)":[129],"historical":[131],"observations,":[132],"supporting":[133],"both":[134],"zero-shot":[135],"few-shot":[137],"transfer.":[138],"Experiments":[139],"datasets":[141],"six":[143],"across":[145],"North":[146],"America":[147],"demonstrate":[148],"our":[150],"approach":[151],"consistently":[152],"outperforms":[153],"state-of-the-art":[154],"methods,":[158],"yielding":[159],"more":[160],"accurate":[161],"substantially":[164],"improving":[165],"transfer":[166]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-02T00:00:00"}
