{"id":"https://openalex.org/W3096509020","doi":"https://doi.org/10.1109/fdl50818.2020.9232946","title":"ComPy-Learn: A toolbox for exploring machine learning representations for compilers","display_name":"ComPy-Learn: A toolbox for exploring machine learning representations for compilers","publication_year":2020,"publication_date":"2020-09-15","ids":{"openalex":"https://openalex.org/W3096509020","doi":"https://doi.org/10.1109/fdl50818.2020.9232946","mag":"3096509020"},"language":"en","primary_location":{"id":"doi:10.1109/fdl50818.2020.9232946","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fdl50818.2020.9232946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Forum for Specification and Design Languages (FDL)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5091099679","display_name":"Alexander Brauckmann","orcid":"https://orcid.org/0000-0001-5774-3970"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alexander Brauckmann","raw_affiliation_strings":["Chair for Compiler Construction, Technische Universit\u00e1t, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Compiler Construction, Technische Universit\u00e1t, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045703198","display_name":"Andr\u00e9s Goens","orcid":"https://orcid.org/0000-0002-0409-1363"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andres Goens","raw_affiliation_strings":["Chair for Compiler Construction, Technische Universit\u00e1t, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Compiler Construction, Technische Universit\u00e1t, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030115692","display_name":"Jer\u00f3nimo Castrill\u00f3n","orcid":"https://orcid.org/0000-0002-5007-445X"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jeronimo Castrillon","raw_affiliation_strings":["Chair for Compiler Construction, Technische Universit\u00e1t, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Compiler Construction, Technische Universit\u00e1t, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5091099679"],"corresponding_institution_ids":["https://openalex.org/I78650965"],"apc_list":null,"apc_paid":null,"fwci":0.8007,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.8094884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10260","display_name":"Software Engineering Research","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9958999752998352,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.8709716796875},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.8385272026062012},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.7253156900405884},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.5454344153404236},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.5039109587669373},{"id":"https://openalex.org/keywords/syntax","display_name":"Syntax","score":0.4521976113319397},{"id":"https://openalex.org/keywords/code-generation","display_name":"Code generation","score":0.41671180725097656},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3805188536643982},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3186994194984436},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07873019576072693}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8709716796875},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.8385272026062012},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.7253156900405884},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5454344153404236},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.5039109587669373},{"id":"https://openalex.org/C60048249","wikidata":"https://www.wikidata.org/wiki/Q37437","display_name":"Syntax","level":2,"score":0.4521976113319397},{"id":"https://openalex.org/C133162039","wikidata":"https://www.wikidata.org/wiki/Q1061077","display_name":"Code generation","level":3,"score":0.41671180725097656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3805188536643982},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3186994194984436},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07873019576072693}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fdl50818.2020.9232946","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fdl50818.2020.9232946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Forum for Specification and Design Languages (FDL)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G8382687355","display_name":null,"funder_award_id":"1602/4-1","funder_id":"https://openalex.org/F4320308022","funder_display_name":"California Department of Fish and Game"}],"funders":[{"id":"https://openalex.org/F4320308022","display_name":"California Department of Fish and Game","ror":"https://ror.org/02v6w2r95"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1982020565","https://openalex.org/W2154137718","https://openalex.org/W2618564128","https://openalex.org/W2907492528","https://openalex.org/W2918342466","https://openalex.org/W2919115771","https://openalex.org/W2946120105","https://openalex.org/W2950898568","https://openalex.org/W2962724414","https://openalex.org/W2963935794","https://openalex.org/W2964121744","https://openalex.org/W2971933740","https://openalex.org/W3007205676","https://openalex.org/W3013302896","https://openalex.org/W4210257598","https://openalex.org/W4287824563","https://openalex.org/W4288419263","https://openalex.org/W6760045743"],"related_works":["https://openalex.org/W4205140848","https://openalex.org/W2068663075","https://openalex.org/W2000674637","https://openalex.org/W650988184","https://openalex.org/W2162410319","https://openalex.org/W2137356287","https://openalex.org/W4321184925","https://openalex.org/W60915090","https://openalex.org/W2025840053","https://openalex.org/W2161692994"],"abstract_inverted_index":{"Deep":[0],"Learning":[1],"methods":[2,39],"have":[3,65],"not":[4,83],"only":[5],"shown":[6,60],"to":[7,17,24,34,51],"improve":[8,18],"software":[9,29],"performance":[10],"in":[11,20,28,68],"compiler":[12,112,120],"heuristics,":[13],"but":[14],"also":[15],"e.g.":[16],"security":[19],"vulnerability":[21],"prediction":[22],"or":[23],"boost":[25],"developer":[26],"productivity":[27],"engineering":[30],"tools.":[31],"A":[32],"key":[33],"the":[35,45,48,54,74,110,118,122,125,138],"success":[36],"of":[37,47,70,102,127],"such":[38,63],"across":[40],"these":[41],"use":[42],"cases":[43],"is":[44,81],"expressiveness":[46],"representation":[49,140],"used":[50],"abstract":[52],"from":[53,109,117],"program":[55,103,146],"code.":[56,104,147],"Recent":[57],"work":[58],"has":[59],"that":[61],"different":[62],"representations":[64,101,131],"unique":[66],"advantages":[67],"terms":[69],"performance.":[71],"However,":[72],"determining":[73],"best-performing":[75,139],"one":[76],"for":[77,95,137,143],"a":[78,93],"given":[79],"task":[80],"often":[82],"obvious":[84],"and":[85,99,114,129,132,141],"requires":[86],"empirical":[87],"evaluation.":[88],"Therefore,":[89],"we":[90],"present":[91],"ComPy-Learn,":[92],"toolbox":[94],"conveniently":[96],"defining,":[97],"extracting,":[98],"exploring":[100],"With":[105],"syntax-level":[106],"language":[107],"information":[108,116],"Clang":[111],"frontend":[113],"low-level":[115],"LLVM":[119],"backend,":[121],"tool":[123],"supports":[124],"construction":[126],"linear":[128],"graph":[130],"enables":[133],"an":[134],"efficient":[135],"search":[136],"model":[142],"tasks":[144],"on":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
