{"id":"https://openalex.org/W4362692084","doi":"https://doi.org/10.1109/tpami.2023.3265499","title":"PSLT: A Light-Weight Vision Transformer With Ladder Self-Attention and Progressive Shift","display_name":"PSLT: A Light-Weight Vision Transformer With Ladder Self-Attention and Progressive Shift","publication_year":2023,"publication_date":"2023-04-07","ids":{"openalex":"https://openalex.org/W4362692084","doi":"https://doi.org/10.1109/tpami.2023.3265499","pmid":"https://pubmed.ncbi.nlm.nih.gov/37027255"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2023.3265499","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3265499","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2304.03481","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101900911","display_name":"Gaojie Wu","orcid":"https://orcid.org/0000-0002-0752-8508"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Gaojie Wu","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108050904","display_name":"Wei\u2010Shi Zheng","orcid":"https://orcid.org/0000-0001-8327-0003"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210098034","display_name":"Key Laboratory of Guangdong Province","ror":"https://ror.org/00swtqp09","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098034"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Shi Zheng","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China","Peng Cheng Laboratory, Shenzhen, Guangdong, China","Key Laboratory of Machine Intelligence and Advanced Computing, Sun Yat-sen University, Ministry of Education, Guangzhou, Guangdong, China","Guangdong Province Key Laboratory of Information Security Technology, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Key Laboratory of Machine Intelligence and Advanced Computing, Sun Yat-sen University, Ministry of Education, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Province Key Laboratory of Information Security Technology, Guangdong, China","institution_ids":["https://openalex.org/I4210098034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101633465","display_name":"Yutong Lu","orcid":"https://orcid.org/0000-0001-5315-3375"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutong Lu","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100393506","display_name":"Qi Tian","orcid":"https://orcid.org/0000-0002-7252-5047"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Tian","raw_affiliation_strings":["Cloud and AI BU, Huawei, Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Cloud and AI BU, Huawei, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I2250955327"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101900911"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":4.0043,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.94392531,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"45","issue":"9","first_page":"11120","last_page":"11135"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9986000061035156,"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/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"}}],"keywords":[{"id":"https://openalex.org/keywords/flops","display_name":"FLOPS","score":0.8261668682098389},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6267178058624268},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5868926048278809},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5635170340538025},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.54536372423172},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.46181973814964294},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36243706941604614},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3397078514099121},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.18663400411605835},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18348529934883118},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1724969446659088},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09956875443458557}],"concepts":[{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.8261668682098389},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6267178058624268},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5868926048278809},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5635170340538025},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.54536372423172},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.46181973814964294},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36243706941604614},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3397078514099121},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.18663400411605835},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18348529934883118},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1724969446659088},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09956875443458557},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2023.3265499","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2023.3265499","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:37027255","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37027255","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:arXiv.org:2304.03481","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.03481","pdf_url":"https://arxiv.org/pdf/2304.03481","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2304.03481","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.03481","pdf_url":"https://arxiv.org/pdf/2304.03481","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G1702828313","display_name":null,"funder_award_id":"U21A20471","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3167315294","display_name":null,"funder_award_id":"U1911401","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5372072380","display_name":null,"funder_award_id":"U1811461","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":135,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W2097117768","https://openalex.org/W2117539524","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2204750386","https://openalex.org/W2549139847","https://openalex.org/W2553303224","https://openalex.org/W2598634450","https://openalex.org/W2601564443","https://openalex.org/W2737258237","https://openalex.org/W2752782242","https://openalex.org/W2765407302","https://openalex.org/W2884561390","https://openalex.org/W2884822772","https://openalex.org/W2896457183","https://openalex.org/W2908510526","https://openalex.org/W2910628332","https://openalex.org/W2916798096","https://openalex.org/W2928165649","https://openalex.org/W2931208564","https://openalex.org/W2949736877","https://openalex.org/W2951104886","https://openalex.org/W2953937638","https://openalex.org/W2955425717","https://openalex.org/W2963125010","https://openalex.org/W2963150697","https://openalex.org/W2963163009","https://openalex.org/W2963351448","https://openalex.org/W2963446712","https://openalex.org/W2963840672","https://openalex.org/W2963842104","https://openalex.org/W2964137095","https://openalex.org/W2967515867","https://openalex.org/W2982083293","https://openalex.org/W2984145721","https://openalex.org/W2986093954","https://openalex.org/W2998508940","https://openalex.org/W3035314311","https://openalex.org/W3094502228","https://openalex.org/W3096533519","https://openalex.org/W3109269658","https://openalex.org/W3118608800","https://openalex.org/W3121523901","https://openalex.org/W3131500599","https://openalex.org/W3138516171","https://openalex.org/W3139445856","https://openalex.org/W3151130473","https://openalex.org/W3157528469","https://openalex.org/W3159663321","https://openalex.org/W3160694286","https://openalex.org/W3164208409","https://openalex.org/W3167597877","https://openalex.org/W3170874841","https://openalex.org/W3171087525","https://openalex.org/W3172752666","https://openalex.org/W3173635859","https://openalex.org/W3175544090","https://openalex.org/W3177349073","https://openalex.org/W3190216403","https://openalex.org/W3190492058","https://openalex.org/W3206810688","https://openalex.org/W4214493665","https://openalex.org/W4214588794","https://openalex.org/W4214614183","https://openalex.org/W4214636423","https://openalex.org/W4214709605","https://openalex.org/W4214713996","https://openalex.org/W4214736485","https://openalex.org/W4281756776","https://openalex.org/W4283320581","https://openalex.org/W4286910290","https://openalex.org/W4287025584","https://openalex.org/W4287203089","https://openalex.org/W4287236877","https://openalex.org/W4287257983","https://openalex.org/W4287274255","https://openalex.org/W4287324101","https://openalex.org/W4287330514","https://openalex.org/W4295308583","https://openalex.org/W4297775537","https://openalex.org/W4309845474","https://openalex.org/W4312820606","https://openalex.org/W4312849330","https://openalex.org/W4312856857","https://openalex.org/W4312950730","https://openalex.org/W4312960790","https://openalex.org/W4312977443","https://openalex.org/W4312986923","https://openalex.org/W4313007769","https://openalex.org/W4313160444","https://openalex.org/W4313170858","https://openalex.org/W4320036918","https://openalex.org/W4385245566","https://openalex.org/W6631943919","https://openalex.org/W6637373629","https://openalex.org/W6639102338","https://openalex.org/W6684191040","https://openalex.org/W6696085341","https://openalex.org/W6729956949","https://openalex.org/W6735531217","https://openalex.org/W6737664043","https://openalex.org/W6739901393","https://openalex.org/W6745136726","https://openalex.org/W6752515464","https://openalex.org/W6753421600","https://openalex.org/W6755207826","https://openalex.org/W6757817989","https://openalex.org/W6762718338","https://openalex.org/W6764990469","https://openalex.org/W6779989637","https://openalex.org/W6784333009","https://openalex.org/W6787972765","https://openalex.org/W6788135285","https://openalex.org/W6794345597","https://openalex.org/W6795308139","https://openalex.org/W6795463671","https://openalex.org/W6795901243","https://openalex.org/W6796931752","https://openalex.org/W6797153837","https://openalex.org/W6797790494","https://openalex.org/W6798046796","https://openalex.org/W6799772243","https://openalex.org/W6800092589","https://openalex.org/W6802010497","https://openalex.org/W6802648153","https://openalex.org/W6804624231","https://openalex.org/W6805224724","https://openalex.org/W6811093309","https://openalex.org/W6838836003","https://openalex.org/W6839178539","https://openalex.org/W6839204056"],"related_works":["https://openalex.org/W4315697128","https://openalex.org/W3102845713","https://openalex.org/W2971502891","https://openalex.org/W3205506801","https://openalex.org/W4280599700","https://openalex.org/W3183570023","https://openalex.org/W4382323155","https://openalex.org/W2016508734","https://openalex.org/W4287067436","https://openalex.org/W2986126107"],"abstract_inverted_index":{"Vision":[0],"Transformer":[1,74],"(ViT)":[2],"has":[3],"shown":[4],"great":[5],"potential":[6],"for":[7,116,140],"various":[8],"visual":[9],"tasks":[10],"due":[11],"to":[12,15,28,50,101,242],"its":[13],"ability":[14],"model":[16],"long-range":[17,196],"dependency.":[18],"However,":[19],"ViT":[20],"requires":[21,57],"a":[22,38,46,52,62,175,184,226],"large":[23],"amount":[24,160],"of":[25,66,128,161,168,188,194,229],"computing":[26,59],"resource":[27],"compute":[29],"the":[30,77,82,93,95,103,107,125,129,137,146,150,159,166,179,200,220],"global":[31],"self-attention.":[32],"In":[33,92],"this":[34],"work,":[35],"we":[36],"propose":[37],"ladder":[39,78,108,130,151,180,201],"self-attention":[40,79,88,109,115,131,152,181,202],"block":[41,80,110,132,153,182],"with":[42,183,231,246],"multiple":[43],"branches":[44,170],"and":[45,68,119,163,165,190,216,235,252],"progressive":[47,96],"shift":[48,97],"mechanism":[49,98],"develop":[51],"light-weight":[53],"transformer":[54],"backbone":[55],"that":[56],"less":[58],"resources":[60],"(e.g.,":[61],"relatively":[63,185],"small":[64,186],"number":[65,187],"parameters":[67,162,189,234,251],"FLOPs),":[69,164],"termed":[70],"Progressive":[71],"Shift":[72],"Ladder":[73],"(PSLT).":[75],"First,":[76],"reduces":[81,145],"computational":[83,147],"cost":[84,148],"by":[85,111,174],"modelling":[86,112,195],"local":[87,114],"in":[89,106,149],"each":[90,117,141],"branch.":[91],"meanwhile,":[94],"is":[99,133,192,240,257],"proposed":[100],"enlarge":[102],"receptive":[104],"field":[105],"diverse":[113],"branch":[118],"interacting":[120],"among":[121],"these":[122,169],"branches.":[123],"Second,":[124],"input":[126],"feature":[127],"split":[134],"equally":[135],"along":[136],"channel":[138],"dimension":[139],"branch,":[142],"which":[143,239],"considerably":[144],"(with":[154],"nearly":[155],"[Formula:":[156],"see":[157],"text]":[158],"outputs":[167],"are":[171],"then":[172],"collaborated":[173],"pixel-adaptive":[176],"fusion.":[177],"Therefore,":[178],"FLOPs":[191],"capable":[193],"interactions.":[197],"Based":[198],"on":[199,207],"block,":[203],"PSLT":[204,224],"performs":[205],"well":[206],"several":[208,243],"vision":[209],"tasks,":[210],"including":[211],"image":[212],"classification,":[213],"objection":[214],"detection":[215],"person":[217],"re-identification.":[218],"On":[219],"ImageNet-1":[221],"k":[222],"dataset,":[223],"achieves":[225],"top-1":[227],"accuracy":[228],"79.9%":[230],"9.2":[232],"M":[233,250],"1.9":[236],"G":[237,254],"FLOPs,":[238],"comparable":[241],"existing":[244],"models":[245],"more":[247],"than":[248],"20":[249],"4":[253],"FLOPs.":[255],"Code":[256],"available":[258],"at":[259],"https://isee-ai.cn/wugaojie/PSLT.html.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}