{"id":"https://openalex.org/W4400120717","doi":"https://doi.org/10.1145/3634737.3657029","title":"On the Role of Pre-trained Embeddings in Binary Code Analysis","display_name":"On the Role of Pre-trained Embeddings in Binary Code Analysis","publication_year":2024,"publication_date":"2024-06-28","ids":{"openalex":"https://openalex.org/W4400120717","doi":"https://doi.org/10.1145/3634737.3657029"},"language":"en","primary_location":{"id":"doi:10.1145/3634737.3657029","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3634737.3657029","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3634737.3657029?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM Asia Conference on Computer and Communications Security","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3634737.3657029?download=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016925016","display_name":"Alwin Maier","orcid":"https://orcid.org/0009-0009-6102-5424"},"institutions":[{"id":"https://openalex.org/I4210116419","display_name":"Max Planck Institute for Solar System Research","ror":"https://ror.org/02j6gm739","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210116419"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alwin Maier","raw_affiliation_strings":["Max Planck Institute for Solar System Research, G\u00f6ttingen, Germany"],"raw_orcid":"https://orcid.org/0009-0009-6102-5424","affiliations":[{"raw_affiliation_string":"Max Planck Institute for Solar System Research, G\u00f6ttingen, Germany","institution_ids":["https://openalex.org/I4210116419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099637770","display_name":"Felix Wei\u00dfberg","orcid":"https://orcid.org/0009-0001-2631-9031"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Wei\u00dfberg","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":"https://orcid.org/0009-0001-2631-9031","affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066077721","display_name":"Konrad Rieck","orcid":"https://orcid.org/0000-0002-5054-8758"},"institutions":[{"id":"https://openalex.org/I4401727010","display_name":"Berlin Institute for the Foundations of Learning and Data","ror":"https://ror.org/05dsfb086","country_code":null,"type":"facility","lineage":["https://openalex.org/I4401727010","https://openalex.org/I4577782","https://openalex.org/I7877124"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Konrad Rieck","raw_affiliation_strings":["Berlin Institute for the Foundations of Learning and Data (BIFOLD), Berlin, Germany","Technische Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5054-8758","affiliations":[{"raw_affiliation_string":"Berlin Institute for the Foundations of Learning and Data (BIFOLD), Berlin, Germany","institution_ids":["https://openalex.org/I4401727010"]},{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12544093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1143","last_page":"1158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9994999766349792,"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":0.9994999766349792,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9987000226974487,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.6775317192077637},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5527099370956421},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5312397480010986},{"id":"https://openalex.org/keywords/binary-code","display_name":"Binary code","score":0.4392699897289276},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3778141438961029},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.35262227058410645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35037732124328613},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.2072659432888031},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16209393739700317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6775317192077637},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5527099370956421},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5312397480010986},{"id":"https://openalex.org/C63435697","wikidata":"https://www.wikidata.org/wiki/Q864135","display_name":"Binary code","level":3,"score":0.4392699897289276},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3778141438961029},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35262227058410645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35037732124328613},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.2072659432888031},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16209393739700317},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3634737.3657029","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3634737.3657029","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3634737.3657029?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM Asia Conference on Computer and Communications Security","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2502.08682","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.08682","pdf_url":"https://arxiv.org/pdf/2502.08682","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3634737.3657029","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3634737.3657029","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3634737.3657029?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM Asia Conference on Computer and Communications Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G18682879","display_name":null,"funder_award_id":"390781972","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6689335287","display_name":null,"funder_award_id":"BIFOLD24B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400120717.pdf","grobid_xml":"https://content.openalex.org/works/W4400120717.grobid-xml"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W2171590421","https://openalex.org/W2889326796","https://openalex.org/W4205752629"],"related_works":["https://openalex.org/W2134880816","https://openalex.org/W2111298487","https://openalex.org/W2510680828","https://openalex.org/W2055498716","https://openalex.org/W1984130439","https://openalex.org/W4386075138","https://openalex.org/W2371359060","https://openalex.org/W2562873141","https://openalex.org/W2279238589","https://openalex.org/W2141478371"],"abstract_inverted_index":{"Deep":[0],"learning":[1,39],"has":[2],"enabled":[3],"remarkable":[4],"progress":[5],"in":[6,61],"binary":[7,62,100],"code":[8,16,29,63,101],"analysis.":[9,64,102],"In":[10,46],"particular,":[11],"pre-trained":[12],"embeddings":[13,35,94],"of":[14,38,93],"assembly":[15],"have":[17],"become":[18],"a":[19,40,87],"gold":[20],"standard":[21],"for":[22,58,70],"solving":[23],"analysis":[24],"tasks,":[25],"such":[26],"as":[27],"measuring":[28],"similarity":[30],"or":[31],"recognizing":[32],"functions.":[33],"These":[34],"are":[36],"capable":[37],"vector":[41],"representation":[42],"from":[43,82],"unlabeled":[44],"code.":[45],"contrast":[47],"to":[48,99],"natural":[49],"language":[50],"processing,":[51],"however,":[52],"label":[53],"information":[54,84],"is":[55],"not":[56,96],"scarce":[57],"many":[59],"tasks":[60],"For":[65],"example,":[66],"labeled":[67],"training":[68],"data":[69],"function":[71],"boundaries,":[72],"optimization":[73],"levels,":[74],"and":[75],"argument":[76],"types":[77],"can":[78],"be":[79],"easily":[80],"derived":[81],"debug":[83],"provided":[85],"by":[86],"compiler.":[88],"Consequently,":[89],"the":[90],"main":[91],"motivation":[92],"does":[95],"transfer":[97],"directly":[98]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
