{"id":"https://openalex.org/W4408151591","doi":"https://doi.org/10.1145/3658617.3697742","title":"Graph-Based Timing Prediction at Early-Stage RTL Using Large Language Model","display_name":"Graph-Based Timing Prediction at Early-Stage RTL Using Large Language Model","publication_year":2025,"publication_date":"2025-01-20","ids":{"openalex":"https://openalex.org/W4408151591","doi":"https://doi.org/10.1145/3658617.3697742"},"language":"en","primary_location":{"id":"doi:10.1145/3658617.3697742","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658617.3697742","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th Asia and South Pacific Design Automation Conference","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/A5049340053","display_name":"Fahad Rahman Amik","orcid":"https://orcid.org/0000-0001-8433-0098"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Fahad Rahman Amik","raw_affiliation_strings":["Department of Electrical and Computer Engineering, McGill University, Montreal, Quebec, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8433-0098","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, McGill University, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088527176","display_name":"Yousef Safari","orcid":"https://orcid.org/0000-0002-8352-2538"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yousef Safari","raw_affiliation_strings":["Department of Electrical and Computer Engineering, McGill University, Montreal, Quebec, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8352-2538","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, McGill University, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhanguang Zhang","orcid":"https://orcid.org/0009-0000-2364-9732"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zhanguang Zhang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, McGill University, Montreal, Quebec, Canada"],"raw_orcid":"https://orcid.org/0009-0000-2364-9732","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, McGill University, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064794690","display_name":"Boris Vaisband","orcid":"https://orcid.org/0000-0002-6176-5918"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boris Vaisband","raw_affiliation_strings":["Samueli School of Engineering, University of California, Irvine, Irvine, California, USA"],"raw_orcid":"https://orcid.org/0000-0002-6176-5918","affiliations":[{"raw_affiliation_string":"Samueli School of Engineering, University of California, Irvine, Irvine, California, USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5049340053"],"corresponding_institution_ids":["https://openalex.org/I5023651"],"apc_list":null,"apc_paid":null,"fwci":4.3093,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91835476,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"393","last_page":"400"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9678999781608582,"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":0.9678999781608582,"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":0.9103999733924866,"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":0.7143475413322449},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4733205735683441},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3944613039493561},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.38063013553619385}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7143475413322449},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4733205735683441},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3944613039493561},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.38063013553619385}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3658617.3697742","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658617.3697742","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th Asia and South Pacific Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2161336914","https://openalex.org/W2808800115","https://openalex.org/W3012450843","https://openalex.org/W3204438512","https://openalex.org/W4229487452","https://openalex.org/W4297733535","https://openalex.org/W4312121056","https://openalex.org/W4388040391","https://openalex.org/W4388071571","https://openalex.org/W4388084206","https://openalex.org/W4389166667","https://openalex.org/W4391136507","https://openalex.org/W4404133510","https://openalex.org/W6745537798"],"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":{"Early-stage":[0],"timing":[1,36,55,110],"analyses":[2],"are":[3,61,106],"essential":[4,96],"for":[5,34,53,108],"exploring":[6],"design":[7,69,103],"alternatives":[8],"before":[9],"physical":[10],"synthesis":[11],"in":[12],"integrated":[13],"circuit":[14],"design,":[15],"which":[16,105],"needs":[17],"to":[18,65,88],"assess":[19],"signal":[20],"propagation":[21],"delay":[22],"multiple":[23],"times":[24],"with":[25],"varying":[26],"accuracy.":[27],"Machine":[28],"learning":[29],"(ML)":[30],"offers":[31],"promising":[32],"solutions":[33],"early-stage":[35],"prediction,":[37],"improving":[38],"result":[39],"quality":[40],"while":[41],"reducing":[42],"runtime,":[43],"time-to-market,":[44],"and":[45,92,102],"non-recurring":[46],"engineering":[47],"costs.":[48],"However,":[49],"existing":[50],"ML-based":[51],"approaches":[52],"predicting":[54],"at":[56],"the":[57],"register-transfer":[58],"level":[59],"(RTL)":[60],"not":[62],"sufficiently":[63],"reliable":[64],"replace":[66],"traditional":[67],"electronic":[68],"automation":[70],"tools":[71],"as":[72],"they":[73,94],"face":[74],"two":[75],"key":[76],"challenges:":[77],"1)":[78],"feature":[79],"generation":[80],"based":[81],"on":[82],"high-level":[83],"RTL":[84],"is":[85],"unreliable":[86],"due":[87],"unpredictable":[89],"synthesizer":[90],"outputs,":[91],"2)":[93],"omit":[95],"features":[97],"like":[98],"technology":[99],"library":[100],"information":[101],"constraints,":[104],"crucial":[107],"accurate":[109],"analysis.":[111]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
