{"id":"https://openalex.org/W7161590355","doi":"https://doi.org/10.48550/arxiv.2605.15237","title":"A3D: Agentic AI flow for autonomous Accelerator Design","display_name":"A3D: Agentic AI flow for autonomous Accelerator Design","publication_year":2026,"publication_date":"2026-05-14","ids":{"openalex":"https://openalex.org/W7161590355","doi":"https://doi.org/10.48550/arxiv.2605.15237"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.15237","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.15237","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,"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"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.15237","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077217106","display_name":"Abinand Nallathambi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nallathambi, Abinand","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073519610","display_name":"Christopher Knight","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Knight, Christopher","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136379124","display_name":"Shantanu Ganguly","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ganguly, Shantanu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136421950","display_name":"Wilfried Haensch","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haensch, Wilfried","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5065766721","display_name":"Anand Raghunathan","orcid":"https://orcid.org/0000-0002-4624-564X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raghunathan, Anand","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.2468000054359436,"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"}},"topics":[{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.2468000054359436,"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"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.1446000039577484,"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"}},{"id":"https://openalex.org/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.10589999705553055,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/code-refactoring","display_name":"Code refactoring","score":0.5947999954223633},{"id":"https://openalex.org/keywords/design-flow","display_name":"Design flow","score":0.45210000872612},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"Design space exploration","score":0.4284999966621399},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.4262000024318695},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.40220001339912415},{"id":"https://openalex.org/keywords/electronic-design-automation","display_name":"Electronic design automation","score":0.39980000257492065},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.3984000086784363},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.35359999537467957},{"id":"https://openalex.org/keywords/codebase","display_name":"Codebase","score":0.350600004196167}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6507999897003174},{"id":"https://openalex.org/C152752567","wikidata":"https://www.wikidata.org/wiki/Q116877","display_name":"Code refactoring","level":3,"score":0.5947999954223633},{"id":"https://openalex.org/C37135326","wikidata":"https://www.wikidata.org/wiki/Q931942","display_name":"Design flow","level":2,"score":0.45210000872612},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.4284999966621399},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.4262000024318695},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4205999970436096},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.40220001339912415},{"id":"https://openalex.org/C64260653","wikidata":"https://www.wikidata.org/wiki/Q1194864","display_name":"Electronic design automation","level":2,"score":0.39980000257492065},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.3984000086784363},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38510000705718994},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C51929080","wikidata":"https://www.wikidata.org/wiki/Q2425187","display_name":"Codebase","level":3,"score":0.350600004196167},{"id":"https://openalex.org/C160191386","wikidata":"https://www.wikidata.org/wiki/Q868299","display_name":"Control flow","level":2,"score":0.3474000096321106},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.3172000050544739},{"id":"https://openalex.org/C2777062904","wikidata":"https://www.wikidata.org/wiki/Q545406","display_name":"Toolchain","level":3,"score":0.3167000114917755},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C3473561","wikidata":"https://www.wikidata.org/wiki/Q5264368","display_name":"Design rationale","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.29490000009536743},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2809000015258789},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.27459999918937683},{"id":"https://openalex.org/C2777466363","wikidata":"https://www.wikidata.org/wiki/Q17008971","display_name":"Design tool","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.27149999141693115},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.26980000734329224},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.263700008392334},{"id":"https://openalex.org/C197129107","wikidata":"https://www.wikidata.org/wiki/Q1921621","display_name":"Merge (version control)","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.25859999656677246},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.15237","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.15237","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,"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":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.15237","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.15237","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,"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"},"sustainable_development_goals":[{"score":0.883267343044281,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Accelerating":[0],"applications":[1,27,61,231],"through":[2,87],"the":[3,128,136,160,213],"design":[4,145,168],"of":[5,100,138,203],"hardware":[6,41,101],"accelerators":[7,24],"can":[8],"significantly":[9],"enhance":[10],"system":[11],"performance":[12,108],"and":[13,44,79,116,181,186,189,195,212,237],"energy":[14],"efficiency.":[15],"Despite":[16],"advances,":[17],"such":[18,143],"as":[19,144],"high-level":[20],"synthesis":[21],"(HLS),":[22],"designing":[23],"for":[25,50,85,97,113,140,193],"complex":[26,229],"still":[28,154],"remains":[29],"highly":[30],"labor-intensive,":[31],"demanding":[32],"considerable":[33],"expertise":[34],"in":[35,68,148,162],"understanding":[36],"workloads":[37],"to":[38,60,82,153,166],"be":[39,155],"accelerated,":[40],"design,":[42],"micro-architecture,":[43],"EDA":[45,197],"tool":[46,198],"usage,":[47],"posing":[48],"challenges":[49,161],"application":[51],"domain":[52],"experts.":[53],"Therefore,":[54],"most":[55],"accelerator":[56,123,167,222],"solutions":[57],"are":[58],"limited":[59],"with":[62,179,224],"a":[63],"regular":[64],"predictable":[65],"dataflow.":[66],"Advances":[67],"AI":[69,95,139],"have":[70,134],"enabled":[71],"agents":[72],"that":[73],"perform":[74],"autonomous":[75],"planning,":[76],"reasoning,":[77],"execution":[78],"reflection,":[80],"leading":[81],"unprecedented":[83],"potential":[84],"automation":[86],"agentic":[88,191],"AI.":[89],"We":[90],"present":[91],"A3D,":[92,204],"an":[93],"Agentic":[94],"flow":[96],"end-to-end":[98],"Automation":[99],"Accelerator":[102],"Design.":[103],"A3D":[104,119,158],"automates":[105],"workload":[106],"analysis,":[107],"bottleneck":[109],"identification,":[110],"code":[111],"refactoring":[112],"HLS":[114,215],"compatibility":[115],"micro-architecture":[117],"generation.":[118],"also":[120],"generates":[121],"diverse":[122],"designs":[124,223],"by":[125,169,220],"automatically":[126],"exploring":[127],"speed-area":[129],"tradeoff":[130],"space.":[131],"Recent":[132],"efforts":[133],"explored":[135],"use":[137],"specific":[141],"tasks":[142,152,172],"space":[146],"exploration":[147],"HLS,":[149],"leaving":[150],"several":[151],"performed":[156],"manually.":[157],"addresses":[159],"applying":[163],"modern":[164],"LLMs":[165],"judiciously":[170],"partitioning":[171],"among":[173],"specialist":[174,180],"agents,":[175,183],"orchestrating":[176],"process":[177],"loops":[178],"verifier":[182],"utilizing":[184],"pre-existing":[185],"custom":[187],"tools,":[188],"employing":[190],"RAG":[192],"codebase":[194],"proprietary":[196],"documentation":[199],"exploration.":[200],"Our":[201],"implementation":[202],"using":[205],"commercial":[206],"components":[207],"like":[208,232],"Claude":[209],"Sonnet":[210],"4.5":[211],"Catapult":[214],"tool,":[216],"demonstrates":[217],"its":[218],"effectiveness":[219],"generating":[221],"no":[225],"human":[226],"intervention":[227],"from":[228],"scientific":[230],"LAMMPS":[233],"(molecular":[234],"dynamics":[235],"simulation)":[236],"QMCPACK":[238],"(quantum":[239],"chemistry).":[240]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-19T00:00:00"}
