{"id":"https://openalex.org/W4399152011","doi":"https://doi.org/10.22028/d291-49135","title":"From Learning to Optimize to Learning Optimization Algorithms","display_name":"From Learning to Optimize to Learning Optimization Algorithms","publication_year":2024,"publication_date":"2024-05-28","ids":{"openalex":"https://openalex.org/W4399152011","doi":"https://doi.org/10.22028/d291-49135"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2405.18222","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.18222","pdf_url":"https://arxiv.org/pdf/2405.18222","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":"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/2405.18222","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005754298","display_name":"Camille Castera","orcid":"https://orcid.org/0000-0002-7384-6387","observed_orcids":["https://orcid.org/0000-0002-7384-6387"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I15057530","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032","country_code":"FR","type":"education","lineage":["https://openalex.org/I15057530"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I4210166017","display_name":"Institut de Math\u00e9matiques de Bordeaux","ror":"https://ror.org/05m3r1b84","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I15057530","https://openalex.org/I4210141950","https://openalex.org/I4210160189","https://openalex.org/I4210166017"]},{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE","FR"],"is_corresponding":false,"raw_author_name":"Castera, Camille","raw_affiliation_strings":["Eberhard Karls Universit\u00e4t T\u00fcbingen =  University of T\u00fcbingen ( Geschwister-Scholl-Platz 72074 T\u00fcbingen - Germany)","IMB - Institut de Math\u00e9matiques de Bordeaux (351 cours de la Lib\u00e9ration 33405 TALENCE CEDEX - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eberhard Karls Universit\u00e4t T\u00fcbingen =  University of T\u00fcbingen ( Geschwister-Scholl-Platz 72074 T\u00fcbingen - Germany)","institution_ids":["https://openalex.org/I8087733"]},{"raw_affiliation_string":"IMB - Institut de Math\u00e9matiques de Bordeaux (351 cours de la Lib\u00e9ration 33405 TALENCE CEDEX - France)","institution_ids":["https://openalex.org/I4210166017"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082194697","display_name":"Peter Ochs","orcid":"https://orcid.org/0000-0002-4880-7511","observed_orcids":["https://orcid.org/0000-0002-4880-7511"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I15057530","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032","country_code":"FR","type":"education","lineage":["https://openalex.org/I15057530"]},{"id":"https://openalex.org/I4210160189","display_name":"Institut Polytechnique de Bordeaux","ror":"https://ror.org/054qv7y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210160189"]},{"id":"https://openalex.org/I4210166017","display_name":"Institut de Math\u00e9matiques de Bordeaux","ror":"https://ror.org/05m3r1b84","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I15057530","https://openalex.org/I4210141950","https://openalex.org/I4210160189","https://openalex.org/I4210166017"]},{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE","FR"],"is_corresponding":false,"raw_author_name":"Ochs, Peter","raw_affiliation_strings":["Universit\u00e4t des Saarlandes [Saarbr\u00fccken] = Saarland University [Saarbr\u00fccken] (Universit\u00e4t des Saarlandes Campus D-66123 Saarbr\u00fccken - Germany)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4t des Saarlandes [Saarbr\u00fccken] = Saarland University [Saarbr\u00fccken] (Universit\u00e4t des Saarlandes Campus D-66123 Saarbr\u00fccken - Germany)","institution_ids":["https://openalex.org/I91712215"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"258","issue":null,"first_page":"1792","last_page":"1800"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9829000234603882,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9829000234603882,"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/T10963","display_name":"Advanced Optimization Algorithms Research","score":0.008999999612569809,"subfield":{"id":"https://openalex.org/subfields/2612","display_name":"Numerical Analysis"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.0012000000569969416,"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/learning-to-optimize","display_name":"learning to optimize","score":0.906000018119812},{"id":"https://openalex.org/keywords/bfgs","display_name":"BFGS","score":0.7229999899864197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7456265091896057},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5880297422409058},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5637614727020264},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.541972815990448},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.5226552486419678},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5016512870788574},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4584704041481018},{"id":"https://openalex.org/C150185637","wikidata":"https://www.wikidata.org/wiki/Q7705773","display_name":"Test functions for optimization","level":4,"score":0.43000054359436035},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.368563711643219},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2998620867729187},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.1818772554397583},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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":5,"locations":[{"id":"pmh:oai:arXiv.org:2405.18222","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.18222","pdf_url":"https://arxiv.org/pdf/2405.18222","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-04598096v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-04598096/document","pdf_url":"https://hal.science/hal-04598096v1/file/2405.18222v1.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"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":"2024","raw_type":"info:eu-repo/semantics/preprint"},{"id":"pmh:oai:HAL:hal-04598096v2","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-04598096","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"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":"https://proceedings.mlr.press/v258/castera25a.html","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.48550/arxiv.2405.18222","doi":"https://doi.org/10.48550/arxiv.2405.18222","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2405.18222","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"},{"id":"doi:10.22028/d291-49135","doi":"https://doi.org/10.22028/d291-49135","is_oa":true,"landing_page_url":"https://doi.org/10.22028/d291-49135","pdf_url":null,"source":{"id":"https://openalex.org/S4377196499","display_name":"Publications of the UdS (Saarland University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I91712215","host_organization_name":"Saarland University","host_organization_lineage":["https://openalex.org/I91712215"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Collection"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2405.18222","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.18222","pdf_url":"https://arxiv.org/pdf/2405.18222","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1263035164","display_name":null,"funder_award_id":"OC150/5-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5925985229","display_name":null,"funder_award_id":"OC150/5-1","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320321112","display_name":"Eberhard Karls Universit\u00e4t T\u00fcbingen","ror":"https://ror.org/03a1kwz48"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399152011.pdf","grobid_xml":"https://content.openalex.org/works/W4399152011.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W3157286395","https://openalex.org/W4306178095","https://openalex.org/W4318350847","https://openalex.org/W4399146424","https://openalex.org/W4402753503","https://openalex.org/W4405166482"],"related_works":["https://openalex.org/W3137965023","https://openalex.org/W4312233737","https://openalex.org/W4396833801","https://openalex.org/W4407729147","https://openalex.org/W3093059286","https://openalex.org/W4417285805","https://openalex.org/W4378942586","https://openalex.org/W4321649130","https://openalex.org/W7204181501","https://openalex.org/W2409744450"],"abstract_inverted_index":{"Towards":[0],"designing":[1,92],"learned":[2,72],"optimization":[3,57],"algorithms":[4,18,73],"that":[5,16],"are":[6],"usable":[7],"beyond":[8,77],"their":[9],"training":[10,81],"setting,":[11],"we":[12,36],"identify":[13],"key":[14],"principles":[15,90],"classical":[17,56],"obey,":[19],"but":[20],"have":[21],"up":[22],"to":[23,30,105],"now,":[24],"not":[25],"been":[26],"used":[27],"for":[28],"Learning":[29,65],"Optimize":[31],"(L2O).":[32],"Following":[33],"these":[34,88],"principles,":[35],"provide":[37,99],"a":[38,53,62,69,93],"general":[39],"design":[40],"pipeline,":[41],"taking":[42],"into":[43],"account":[44],"data,":[45],"architecture":[46],"and":[47,50,58,98],"learning":[48],"strategy,":[49],"thereby":[51],"enabling":[52],"synergy":[54],"between":[55],"L2O,":[59],"resulting":[60],"in":[61],"philosophy":[63],"of":[64,87],"Optimization":[66],"Algorithms.":[67],"As":[68],"consequence":[70],"our":[71],"perform":[74],"well":[75],"far":[76],"problems":[78],"from":[79],"the":[80,85],"distribution.":[82],"We":[83],"demonstrate":[84],"success":[86],"novel":[89],"by":[91],"new":[94],"learning-enhanced":[95],"BFGS":[96],"algorithm":[97],"numerical":[100],"experiments":[101],"evidencing":[102],"its":[103],"adaptation":[104],"many":[106],"settings":[107],"at":[108],"test":[109],"time.":[110]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2024-05-30T00:00:00"}