{"id":"https://openalex.org/W4407942572","doi":"https://doi.org/10.1145/3708493.3712685","title":"MimIrADe: Automatic Differentiation in MimIR","display_name":"MimIrADe: Automatic Differentiation in MimIR","publication_year":2025,"publication_date":"2025-02-25","ids":{"openalex":"https://openalex.org/W4407942572","doi":"https://doi.org/10.1145/3708493.3712685"},"language":"en","primary_location":{"id":"doi:10.1145/3708493.3712685","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708493.3712685","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3708493.3712685","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM SIGPLAN International Conference on Compiler Construction","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3708493.3712685","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051946329","display_name":"Marcel Ullrich","orcid":"https://orcid.org/0009-0006-0127-9623"},"institutions":[{"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"],"is_corresponding":false,"raw_author_name":"Marcel Ullrich","raw_affiliation_strings":["Saarland University, Saarbr\u00fccken, Germany"],"raw_orcid":"https://orcid.org/0009-0006-0127-9623","affiliations":[{"raw_affiliation_string":"Saarland University, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018809145","display_name":"Sebastian Hack","orcid":"https://orcid.org/0000-0002-3387-2134"},"institutions":[{"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"],"is_corresponding":false,"raw_author_name":"Sebastian Hack","raw_affiliation_strings":["Saarland University, Saarbr\u00fccken, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3387-2134","affiliations":[{"raw_affiliation_string":"Saarland University, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002266283","display_name":"Roland Lei\u00dfa","orcid":"https://orcid.org/0000-0002-2444-6782"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roland Lei\u00dfa","raw_affiliation_strings":["University of Mannheim, Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2444-6782","affiliations":[{"raw_affiliation_string":"University of Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":0.01336246,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"70","last_page":"80"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.972000002861023,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.972000002861023,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9656999707221985,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9563999772071838,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.6150623559951782}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6150623559951782}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3708493.3712685","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708493.3712685","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3708493.3712685","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM SIGPLAN International Conference on Compiler Construction","raw_type":"proceedings-article"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:69291","is_oa":true,"landing_page_url":"https://orcid.org/0000-0002-2444-6782>","pdf_url":"https://madoc.bib.uni-mannheim.de/69291/1/3708493.3712685.pdf","source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"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":"Konferenzver\u00f6ffentlichung"},{"id":"doi:10.22028/d291-47936","is_oa":true,"landing_page_url":"https://doi.org/10.22028/d291-47936","pdf_url":null,"source":{"id":"https://openalex.org/S7407052975","display_name":"Universit\u00e4t des Saarlandes","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Collection"}],"best_oa_location":{"id":"doi:10.1145/3708493.3712685","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3708493.3712685","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3708493.3712685","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM SIGPLAN International Conference on Compiler Construction","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4407942572.pdf"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1965256357","https://openalex.org/W2100111786","https://openalex.org/W2149381887","https://openalex.org/W2898442528","https://openalex.org/W2914196042","https://openalex.org/W2966177220","https://openalex.org/W2966295917","https://openalex.org/W2976069993","https://openalex.org/W3122093772","https://openalex.org/W4206834996","https://openalex.org/W4284970658","https://openalex.org/W4321184895","https://openalex.org/W4383473936","https://openalex.org/W4404403133"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Automatic":[0],"Differentiation":[1],"(AD)":[2],"is":[3,224],"at":[4],"the":[5,116,146,150,157,197,219],"core":[6],"of":[7,38,90,98,115,149,159,174,192,227],"all":[8],"machine":[9],"learning":[10],"frameworks":[11],"and":[12,57,69,102,165,180,215],"has":[13],"applications":[14],"in":[15,107,141],"scientific":[16],"computing":[17],"as":[18,35,138],"well.":[19],"Theoretical":[20],"research":[21],"on":[22,26,47,210],"reverse-mode":[23],"AD":[24,31,82,110,124,127,168,203],"focuses":[25],"functional,":[27],"higher-order":[28,113,181],"languages,":[29],"enabling":[30],"to":[32,60,120,232],"be":[33],"formulated":[34],"a":[36,79,86,99,142,171,190],"series":[37],"local,":[39],"concise":[40,122],"program":[41,71],"rewrites.":[42,130],"These":[43],"theoretical":[44],"approaches":[45],"focus":[46],"correctness":[48],"but":[49],"disregard":[50],"efficiency.":[51,62],"Practical":[52],"implementations,":[53],"however,":[54,65],"employ":[55],"mutation":[56,214],"taping":[58,216],"techniques":[59],"enhance":[61],"This":[63,131],"approach,":[64],"necessitates":[66],"intricate,":[67],"low-level,":[68],"non-local":[70],"transformations.":[72],"In":[73],"this":[74],"work,":[75],"we":[76],"introduce":[77],"MimIrADe,":[78],"functionally":[80],"inspired":[81],"technique":[83],"implemented":[84],"within":[85],"higher-order,":[87],"graph-based":[88,147],"(\"sea":[89],"nodes\")":[91],"intermediate":[92],"representation":[93],"(IR).":[94],"Our":[95,167],"method":[96],"consists":[97],"streamlined":[100],"implementation":[101,155,223],"incorporates":[103],"standard":[104,187],"optimizations,":[105],"resulting":[106],"an":[108,225],"efficient":[109],"system.":[111],"The":[112],"nature":[114],"IR":[117,151],"enables":[118],"us":[119],"utilize":[121],"functional":[123,202],"methods,":[125],"expressing":[126],"through":[128,186],"local":[129],"locality":[132],"facilitates":[133],"modular":[134],"high-level":[135],"extensions,":[136],"such":[137],"matrix":[139],"operations,":[140],"straightforward":[143],"manner.":[144],"Additionally,":[145],"structure":[148],"ensures":[152],"that":[153,189,208],"critical":[154],"aspects---particularly":[156],"handling":[158],"shared":[160],"pullback":[161],"invocations---are":[162],"managed":[163],"naturally":[164],"efficiently.":[166],"pass":[169],"supports":[170],"comprehensive":[172],"set":[173],"features,":[175],"including":[176],"non-scalar":[177],"types,":[178],"pointers,":[179],"recursive":[182],"functions.":[183],"We":[184],"demonstrate":[185],"benchmarks":[188],"suite":[191],"common":[193],"optimizations":[194],"effectively":[195],"eliminates":[196],"overhead":[198],"typically":[199],"associated":[200],"with":[201,212],"approaches,":[204],"producing":[205],"differentiated":[206],"code":[207],"performs":[209],"par":[211],"leading":[213],"techniques.":[217],"At":[218],"same":[220],"time,":[221],"MimIrADe's":[222],"order":[226],"magnitude":[228],"less":[229],"complex":[230],"compared":[231],"its":[233],"contenders.":[234]},"counts_by_year":[],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
