{"id":"https://openalex.org/W4413214485","doi":"https://doi.org/10.1145/3712255.3726696","title":"Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction","display_name":"Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction","publication_year":2025,"publication_date":"2025-07-14","ids":{"openalex":"https://openalex.org/W4413214485","doi":"https://doi.org/10.1145/3712255.3726696"},"language":"en","primary_location":{"id":"doi:10.1145/3712255.3726696","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712255.3726696","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.16144","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074942249","display_name":"Ana Kostovska","orcid":"https://orcid.org/0000-0002-5983-7169"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Ana Kostovska","raw_affiliation_strings":["Jo\u017eef Stefan Institute, Ljubljana, Slovenia","IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)"],"affiliations":[{"raw_affiliation_string":"Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]},{"raw_affiliation_string":"IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040561209","display_name":"Carola Doerr","orcid":"https://orcid.org/0000-0002-4981-3227"},"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/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Carola Doerr","raw_affiliation_strings":["Sorbonne Universit\u00e9, Paris, France","CNRS - Centre National de la Recherche Scientifique (France)"],"affiliations":[{"raw_affiliation_string":"Sorbonne Universit\u00e9, Paris, France","institution_ids":["https://openalex.org/I39804081"]},{"raw_affiliation_string":"CNRS - Centre National de la Recherche Scientifique (France)","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064609702","display_name":"Sa\u0161o D\u017eeroski","orcid":"https://orcid.org/0000-0003-2363-712X"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Sa\u0161o D\u017eeroski","raw_affiliation_strings":["Jo\u017eef Stefan Institute, Ljubljana, Slovenia","IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)"],"affiliations":[{"raw_affiliation_string":"Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]},{"raw_affiliation_string":"IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077223857","display_name":"Pan\u010de Panov","orcid":"https://orcid.org/0000-0002-7685-9140"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Pan\u010de Panov","raw_affiliation_strings":["Jo\u017eef Stefan Institute, Ljubljana, Slovenia","IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)"],"affiliations":[{"raw_affiliation_string":"Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]},{"raw_affiliation_string":"IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082115266","display_name":"Tome Eftimov","orcid":"https://orcid.org/0000-0001-7330-1902"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Tome Eftimov","raw_affiliation_strings":["Jo\u017eef Stefan Institute, Ljubljana, Slovenia","IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)"],"affiliations":[{"raw_affiliation_string":"Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]},{"raw_affiliation_string":"IJS - Jozef Stefan Institute [Ljubljana] (Jamova cesta 39, 1000 Ljubljana Slovenia - Slovenia)","institution_ids":["https://openalex.org/I3006985408"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5074942249"],"corresponding_institution_ids":["https://openalex.org/I3006985408"],"apc_list":null,"apc_paid":null,"fwci":0.4329,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61904762,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"487","last_page":"490"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11245","display_name":"Advanced Numerical Analysis Techniques","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6787952184677124},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.6523953676223755},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48055389523506165},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4726219177246094},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3879550099372864},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3408971428871155},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.25371870398521423},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14582857489585876}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6787952184677124},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.6523953676223755},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48055389523506165},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4726219177246094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3879550099372864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3408971428871155},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.25371870398521423},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14582857489585876}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3712255.3726696","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712255.3726696","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2506.16144","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.16144","pdf_url":"https://arxiv.org/pdf/2506.16144","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"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":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-05171405v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05171405","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc. of the Genetic and Evolutionary Computation Conference (GECCO 2025, Companion material), ACM, Jul 2025, Malaga, Spain. &#x27E8;10.1145/3712255.3726696&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2506.16144","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.16144","pdf_url":"https://arxiv.org/pdf/2506.16144","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"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":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7053180249","display_name":null,"funder_award_id":"101187010","funder_id":"https://openalex.org/F4320338451","funder_display_name":"HORIZON EUROPE Widening participation and spreading excellence"}],"funders":[{"id":"https://openalex.org/F4320338451","display_name":"HORIZON EUROPE Widening participation and spreading excellence","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1595159159","https://openalex.org/W2101677491","https://openalex.org/W2314046539","https://openalex.org/W2558748708","https://openalex.org/W2965857891","https://openalex.org/W3143158470","https://openalex.org/W3182025093","https://openalex.org/W3210578945","https://openalex.org/W4304128363","https://openalex.org/W4313291298","https://openalex.org/W4384008415"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Automated":[0],"algorithm":[1,42,52],"performance":[2,58],"prediction":[3],"in":[4,33],"numerical":[5],"blackbox":[6],"optimization":[7],"often":[8,40],"relies":[9],"on":[10],"problem":[11,55],"characterizations,":[12],"such":[13,38],"as":[14,24,66],"exploratory":[15],"landscape":[16],"analysis":[17],"features.":[18],"These":[19],"features":[20],"are":[21,31],"typically":[22],"used":[23],"inputs":[25],"to":[26],"machine":[27],"learning":[28],"models":[29],"and":[30,57],"represented":[32,65],"a":[34,44,61,67],"tabular":[35],"format.":[36],"However,":[37],"approaches":[39],"overlook":[41],"configurations,":[43],"key":[45],"factor":[46],"influencing":[47],"performance.":[48],"The":[49],"relationships":[50],"between":[51],"operators,":[53],"parameters,":[54],"characteristics,":[56],"outcomes":[59],"form":[60],"complex":[62],"structure":[63],"best":[64],"graph.":[68]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
