{"id":"https://openalex.org/W3186078286","doi":"https://doi.org/10.1145/3564605","title":"Efficient Dataflow Modeling of Peripheral Encoding in the Human Visual System","display_name":"Efficient Dataflow Modeling of Peripheral Encoding in the Human Visual System","publication_year":2022,"publication_date":"2022-11-09","ids":{"openalex":"https://openalex.org/W3186078286","doi":"https://doi.org/10.1145/3564605","mag":"3186078286"},"language":"en","primary_location":{"id":"doi:10.1145/3564605","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3564605","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3564605","source":{"id":"https://openalex.org/S32453091","display_name":"ACM Transactions on Applied Perception","issn_l":"1544-3558","issn":["1544-3558","1544-3965"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Applied Perception","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3564605","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018804936","display_name":"Rachel Brown","orcid":"https://orcid.org/0000-0003-4779-7873"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rachel Brown","raw_affiliation_strings":["NVIDIA Research, San Tomas Expy, Santa Clara, CA"],"raw_orcid":"https://orcid.org/0000-0003-4779-7873","affiliations":[{"raw_affiliation_string":"NVIDIA Research, San Tomas Expy, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015532578","display_name":"Vasha DuTell","orcid":"https://orcid.org/0000-0001-8625-1350"},"institutions":[{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vasha Dutell","raw_affiliation_strings":["UC Berkeley, Berkeley, CA"],"raw_orcid":"https://orcid.org/0000-0001-8625-1350","affiliations":[{"raw_affiliation_string":"UC Berkeley, Berkeley, CA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091204569","display_name":"Bruce Walter","orcid":"https://orcid.org/0000-0003-2619-6120"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bruce Walter","raw_affiliation_strings":["Cornell University, Hoy Rd, Ithaca, NY"],"raw_orcid":"https://orcid.org/0000-0003-2619-6120","affiliations":[{"raw_affiliation_string":"Cornell University, Hoy Rd, Ithaca, NY","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029276542","display_name":"Ruth Rosenholtz","orcid":"https://orcid.org/0000-0001-5299-0331"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruth Rosenholtz","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA"],"raw_orcid":"https://orcid.org/0000-0001-5299-0331","affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010940488","display_name":"Peter Shirley","orcid":"https://orcid.org/0000-0003-2943-6206"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Shirley","raw_affiliation_strings":["NVIDIA Research, San Tomas Expy, Santa Clara, CA"],"raw_orcid":"https://orcid.org/0000-0003-2943-6206","affiliations":[{"raw_affiliation_string":"NVIDIA Research, San Tomas Expy, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101915674","display_name":"Morgan McGuire","orcid":"https://orcid.org/0000-0003-1074-0953"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Morgan McGuire","raw_affiliation_strings":["NVIDIA Research, San Tomas Expy, Santa Clara, CA"],"raw_orcid":"https://orcid.org/0000-0003-1074-0953","affiliations":[{"raw_affiliation_string":"NVIDIA Research, San Tomas Expy, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039425451","display_name":"David Luebke","orcid":"https://orcid.org/0000-0002-8206-5785"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Luebke","raw_affiliation_strings":["NVIDIA Research, San Tomas Expy, Santa Clara, CA"],"raw_orcid":"https://orcid.org/0000-0002-8206-5785","affiliations":[{"raw_affiliation_string":"NVIDIA Research, San Tomas Expy, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5018804936"],"corresponding_institution_ids":["https://openalex.org/I4210127875"],"apc_list":null,"apc_paid":null,"fwci":0.5102,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.61869268,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"20","issue":"1","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9983999729156494,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9983999729156494,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9958999752998352,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7938312888145447},{"id":"https://openalex.org/keywords/peripheral-vision","display_name":"Peripheral vision","score":0.7752765417098999},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.6436865329742432},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.5122038722038269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5095827579498291},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.47716039419174194},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.4749099016189575},{"id":"https://openalex.org/keywords/human-visual-system-model","display_name":"Human visual system model","score":0.4595874845981598},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.45584362745285034},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4550827145576477},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.45151519775390625},{"id":"https://openalex.org/keywords/unavailability","display_name":"Unavailability","score":0.4398009181022644},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4147111177444458},{"id":"https://openalex.org/keywords/frame-rate","display_name":"Frame rate","score":0.41280245780944824},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.23250803351402283},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.17090344429016113},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12201845645904541}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7938312888145447},{"id":"https://openalex.org/C185761835","wikidata":"https://www.wikidata.org/wiki/Q1431287","display_name":"Peripheral vision","level":2,"score":0.7752765417098999},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.6436865329742432},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.5122038722038269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5095827579498291},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.47716039419174194},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.4749099016189575},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.4595874845981598},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.45584362745285034},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4550827145576477},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.45151519775390625},{"id":"https://openalex.org/C2780505938","wikidata":"https://www.wikidata.org/wiki/Q17093282","display_name":"Unavailability","level":2,"score":0.4398009181022644},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4147111177444458},{"id":"https://openalex.org/C3261483","wikidata":"https://www.wikidata.org/wiki/Q119565","display_name":"Frame rate","level":2,"score":0.41280245780944824},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.23250803351402283},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.17090344429016113},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12201845645904541},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3564605","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3564605","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3564605","source":{"id":"https://openalex.org/S32453091","display_name":"ACM Transactions on Applied Perception","issn_l":"1544-3558","issn":["1544-3558","1544-3965"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Applied Perception","raw_type":"journal-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/147658","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/147658","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM","raw_type":"http://purl.org/eprint/type/JournalArticle"}],"best_oa_location":{"id":"doi:10.1145/3564605","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3564605","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3564605","source":{"id":"https://openalex.org/S32453091","display_name":"ACM Transactions on Applied Perception","issn_l":"1544-3558","issn":["1544-3558","1544-3965"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Applied Perception","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3186078286.pdf","grobid_xml":"https://content.openalex.org/works/W3186078286.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W343217078","https://openalex.org/W1513663110","https://openalex.org/W1540330701","https://openalex.org/W1566135517","https://openalex.org/W1594551768","https://openalex.org/W1603831766","https://openalex.org/W1611034281","https://openalex.org/W1970373716","https://openalex.org/W1972978214","https://openalex.org/W1973015888","https://openalex.org/W1975859472","https://openalex.org/W1978581712","https://openalex.org/W1988224075","https://openalex.org/W1988445395","https://openalex.org/W1991605728","https://openalex.org/W1994166112","https://openalex.org/W2000139664","https://openalex.org/W2006902234","https://openalex.org/W2014845093","https://openalex.org/W2019790087","https://openalex.org/W2022501908","https://openalex.org/W2026180175","https://openalex.org/W2031586513","https://openalex.org/W2032533296","https://openalex.org/W2034676897","https://openalex.org/W2038932568","https://openalex.org/W2039014827","https://openalex.org/W2047643928","https://openalex.org/W2059552065","https://openalex.org/W2064885356","https://openalex.org/W2068707865","https://openalex.org/W2071260672","https://openalex.org/W2072989778","https://openalex.org/W2081283602","https://openalex.org/W2089366864","https://openalex.org/W2094923796","https://openalex.org/W2095363539","https://openalex.org/W2102429262","https://openalex.org/W2103212315","https://openalex.org/W2113094073","https://openalex.org/W2118573764","https://openalex.org/W2123077103","https://openalex.org/W2127006916","https://openalex.org/W2129419038","https://openalex.org/W2138717140","https://openalex.org/W2149095485","https://openalex.org/W2161208721","https://openalex.org/W2164716063","https://openalex.org/W2166962130","https://openalex.org/W2216769335","https://openalex.org/W2289831813","https://openalex.org/W2295329974","https://openalex.org/W2511567230","https://openalex.org/W2533853048","https://openalex.org/W2551273798","https://openalex.org/W2551546500","https://openalex.org/W2570700697","https://openalex.org/W2616989394","https://openalex.org/W2736803456","https://openalex.org/W2913606428","https://openalex.org/W2951740384","https://openalex.org/W2983810994","https://openalex.org/W2990138404","https://openalex.org/W3127619940","https://openalex.org/W3184676995","https://openalex.org/W3208117020","https://openalex.org/W4229639364","https://openalex.org/W4232560411","https://openalex.org/W4233910945","https://openalex.org/W4234969819","https://openalex.org/W4300910581","https://openalex.org/W6732849188","https://openalex.org/W6738261549"],"related_works":["https://openalex.org/W4237235066","https://openalex.org/W207884067","https://openalex.org/W3127016596","https://openalex.org/W2026539069","https://openalex.org/W2365973415","https://openalex.org/W3146085540","https://openalex.org/W1482423459","https://openalex.org/W2996457675","https://openalex.org/W2129918226","https://openalex.org/W1982147132"],"abstract_inverted_index":{"Computer":[0],"graphics":[1],"seeks":[2],"to":[3,34,40,254],"deliver":[4],"compelling":[5],"images,":[6],"generated":[7],"within":[8],"a":[9,14,79,125,164,178,225],"computing":[10],"budget,":[11],"targeted":[12],"at":[13],"specific":[15],"display":[16,59],"device,":[17],"and":[18,38,56,66,77,110,185,229,240,250],"ultimately":[19],"viewed":[20],"by":[21],"an":[22,32],"individual":[23],"user.":[24],"The":[25],"foveated":[26],"nature":[27],"of":[28,43,48,54,72,90,96,107,127,155,167,197,217,219,242],"human":[29],"vision":[30,123,138],"offers":[31],"opportunity":[33],"efficiently":[35],"allocate":[36],"computation":[37],"compression":[39],"appropriate":[41],"areas":[42],"the":[44,52,70,88,130,175,194,202,215,222],"viewer\u2019s":[45],"visual":[46],"field,":[47],"particular":[49],"importance":[50],"with":[51],"rise":[53],"high-resolution":[55],"wide":[57,165],"field-of-view":[58],"devices.":[60],"However,":[61],"while":[62],"variations":[63],"in":[64,87,102,105,129,144,201,214,221,247],"acuity":[65],"contrast":[67],"sensitivity":[68],"across":[69],"field":[71],"view":[73],"have":[74,150],"been":[75],"well-studied":[76],"modeled,":[78],"more":[80,243,248],"consequential":[81],"variation":[82],"concerns":[83],"peripheral":[84,97,122,137,156],"vision\u2019s":[85],"degradation":[86],"face":[89],"clutter,":[91],"known":[92,158],"as":[93,121,159,177],"crowding.":[94],"Understanding":[95],"crowding":[98],"has":[99],"greatly":[100],"advanced":[101],"recent":[103],"years,":[104],"terms":[106],"both":[108],"phenomenology":[109],"modeling.":[111],"Accurately":[112],"leveraging":[113],"this":[114],"knowledge":[115],"is":[116],"critical":[117],"for":[118,136,193],"many":[119],"applications,":[120],"covers":[124],"majority":[126],"pixels":[128],"image.":[131],"We":[132,173,210],"advance":[133],"computational":[134,235],"models":[135,154,246],"aimed":[139],"toward":[140],"their":[141],"eventual":[142],"use":[143],"computer":[145,255],"graphics.":[146,256],"In":[147],"particular,":[148],"researchers":[149],"recently":[151],"developed":[152],"high-performing":[153],"crowding,":[157],"\u201cpooling\u201d":[160],"models,":[161],"which":[162,181,204],"predict":[163],"range":[166],"phenomena":[168],"but":[169],"are":[170],"computationally":[171],"inefficient.":[172],"reformulate":[174],"problem":[176],"dataflow":[179],"computation,":[180],"enables":[182],"faster":[183],"processing":[184],"operating":[186],"on":[187],"larger":[188],"images.":[189],"Further,":[190],"we":[191],"account":[192],"explicit":[195],"encoding":[196],"\u201cend":[198],"stopped\u201d":[199],"features":[200],"image,":[203],"was":[205],"missing":[206],"from":[207],"previous":[208],"methods.":[209],"evaluate":[211],"our":[212],"model":[213],"context":[216],"perception":[218],"textures":[220],"periphery,":[223],"including":[224],"novel":[226],"texture":[227],"dataset":[228],"updated":[230],"textural":[231],"descriptors.":[232],"Our":[233],"improved":[234],"framework":[236],"may":[237],"simplify":[238],"development":[239],"testing":[241],"sophisticated,":[244],"complete":[245],"robust":[249],"realistic":[251],"settings":[252],"relevant":[253]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
