{"id":"https://openalex.org/W4413278330","doi":"https://doi.org/10.1109/icfpt64416.2024.11113440","title":"TMM-DSE: Topology-Aware MLP-Mixer for QoR Prediction in HLS Design Space Exploration","display_name":"TMM-DSE: Topology-Aware MLP-Mixer for QoR Prediction in HLS Design Space Exploration","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4413278330","doi":"https://doi.org/10.1109/icfpt64416.2024.11113440"},"language":"en","primary_location":{"id":"doi:10.1109/icfpt64416.2024.11113440","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icfpt64416.2024.11113440","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Field Programmable Technology (ICFPT)","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/A5100434273","display_name":"Jingwei Zhang","orcid":"https://orcid.org/0000-0002-7907-2853"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingwei Zhang","raw_affiliation_strings":["School of Integrated Circuits, Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100622418","display_name":"Pu Jiang","orcid":"https://orcid.org/0000-0002-1942-5960"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiyuan Pu","raw_affiliation_strings":["School of Integrated Circuits, Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065368604","display_name":"Hu Chen","orcid":"https://orcid.org/0000-0002-5645-9449"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hu Chen","raw_affiliation_strings":["School of Integrated Circuits, Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100707026","display_name":"Xiang Li","orcid":"https://orcid.org/0000-0002-5942-7282"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Li","raw_affiliation_strings":["School of Physical Science and Technology, Lanzhou University,Lanzhou,China"],"affiliations":[{"raw_affiliation_string":"School of Physical Science and Technology, Lanzhou University,Lanzhou,China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100437809","display_name":"Meng Zhang","orcid":"https://orcid.org/0000-0003-2188-8195"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Zhang","raw_affiliation_strings":["School of Integrated Circuits, Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100434273"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31690177,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.840399980545044,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.840399980545044,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.8396999835968018,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.7483999729156494,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/design-space-exploration","display_name":"Design space exploration","score":0.7885031700134277},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6390475630760193},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.5910071730613708},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5293322801589966},{"id":"https://openalex.org/keywords/space-exploration","display_name":"Space exploration","score":0.42084482312202454},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3666643798351288},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3070535659790039},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22744202613830566},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.12324339151382446},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07344892621040344},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.0725538432598114}],"concepts":[{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.7885031700134277},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6390475630760193},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.5910071730613708},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5293322801589966},{"id":"https://openalex.org/C104060986","wikidata":"https://www.wikidata.org/wiki/Q180046","display_name":"Space exploration","level":2,"score":0.42084482312202454},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3666643798351288},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3070535659790039},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22744202613830566},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.12324339151382446},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07344892621040344},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0725538432598114}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icfpt64416.2024.11113440","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icfpt64416.2024.11113440","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Field Programmable Technology (ICFPT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5053353973","display_name":null,"funder_award_id":"2021B1101270006","funder_id":"https://openalex.org/F4320336405","funder_display_name":"Special Project for Research and Development in Key areas of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320336405","display_name":"Special Project for Research and Development in Key areas of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2012114780","https://openalex.org/W2526889701","https://openalex.org/W2889669826","https://openalex.org/W3107652887","https://openalex.org/W3167899070","https://openalex.org/W3199063516","https://openalex.org/W4285114951","https://openalex.org/W4293023056","https://openalex.org/W4293025067","https://openalex.org/W4308916273","https://openalex.org/W4386765296","https://openalex.org/W4391429600","https://openalex.org/W4401009767"],"related_works":["https://openalex.org/W2111062328","https://openalex.org/W2579738641","https://openalex.org/W2794931247","https://openalex.org/W2048887547","https://openalex.org/W2108386578","https://openalex.org/W2075808029","https://openalex.org/W2125836519","https://openalex.org/W1572417577","https://openalex.org/W4301487246","https://openalex.org/W2142450926"],"abstract_inverted_index":{"Multi-layer":[0],"perceptron":[1],"(MLP)":[2],"is":[3],"often":[4],"the":[5,32,47,85,140,161,169],"preferred":[6],"model":[7],"for":[8,18,51],"regression":[9],"tasks.":[10],"Recently,":[11],"graph-based":[12],"networks":[13],"(GNN)":[14],"have":[15],"become":[16],"popular":[17],"estimating":[19],"post-implementation":[20],"Quality":[21],"of":[22,36,87,94,183],"Results":[23],"(QoR)":[24],"in":[25,46],"High-Level":[26],"Synthesis":[27],"(HLS).":[28],"In":[29,55],"addition":[30],"to":[31,71,83,92,139,174],"node":[33],"features":[34],"composed":[35],"various":[37],"HLS":[38],"directives,":[39],"local":[40],"neighborhood":[41],"information":[42,45,90],"and":[43,79,119,131,147,156],"global":[44],"topology":[48],"are":[49],"crucial":[50],"accurate":[52],"QoR":[53],"prediction.":[54],"this":[56,97],"paper,":[57],"we":[58,107],"propose":[59],"a":[60,80,99,110],"Topology-aware":[61],"MLP-Mixer":[62],"Predictor":[63],"(TMMP)":[64],"based":[65],"exclusively":[66],"on":[67],"an":[68,180],"MLP":[69],"structure":[70,82],"estimate":[72],"postimplementation":[73],"QoR.":[74],"TMMP":[75,133,166],"leverages":[76],"correlation":[77],"encoding":[78],"feature-mixing":[81],"achieve":[84,109],"capability":[86],"extracting":[88],"topological":[89],"similar":[91],"that":[93,128],"GNN.":[95],"Combining":[96],"with":[98,145,165,179],"Gaussian":[100],"Process-based":[101],"Multi-objective":[102],"Bayesian":[103],"Optimization":[104],"engine":[105],"(GMBO),":[106],"ultimately":[108],"design":[111,123],"space":[112],"exploration":[113],"framework,":[114],"TMM-DSE,":[115],"which":[116],"can":[117,167],"rapidly":[118],"accurately":[120],"identify":[121],"optimal":[122],"parameters.":[124],"Experimental":[125],"results":[126],"show":[127],"our":[129],"simple":[130],"efficient":[132],"achieves":[134],"area":[135],"prediction":[136],"performance":[137],"comparable":[138],"current":[141],"best":[142],"GNNbased":[143],"models,":[144],"power":[146],"critical":[148],"path":[149],"delay":[150],"errors":[151],"only":[152],"between":[153],"4.64":[154],"%":[155],"6.77":[157],"%,":[158],"even":[159],"surpassing":[160],"SOTA":[162],"work.":[163],"GMBO":[164],"accelerate":[168],"DSE":[170],"process":[171],"by":[172],"up":[173],"<tex":[175,184],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[176,185],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$69":[177],"\\times$</tex>,":[178],"average":[181],"speedup":[182],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$35":[186],"\\times$</tex>.":[187]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
