{"id":"https://openalex.org/W4403582460","doi":"https://doi.org/10.1145/3627673.3679725","title":"Federated Heterogeneous Contrastive Distillation for Molecular Representation Learning","display_name":"Federated Heterogeneous Contrastive Distillation for Molecular Representation Learning","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403582460","doi":"https://doi.org/10.1145/3627673.3679725"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679725","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679725","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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/A5003842463","display_name":"Jinjia Feng","orcid":"https://orcid.org/0000-0001-8553-6442"},"institutions":[{"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"]},{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jinjia Feng","raw_affiliation_strings":["Peng Cheng Laboratory &amp; Renmin University of China, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory &amp; Renmin University of China, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793","https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031283835","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0002-8140-8782"},"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":"Zhen Wang","raw_affiliation_strings":["Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074858555","display_name":"Zhewei Wei","orcid":"https://orcid.org/0000-0003-3620-5086"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhewei Wei","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046576694","display_name":"Yaliang Li","orcid":"https://orcid.org/0000-0002-4204-6096"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I4210108985","display_name":"Bellevue Hospital Center","ror":"https://ror.org/01ky34z31","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283621791","https://openalex.org/I4210086933","https://openalex.org/I4210108985"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yaliang Li","raw_affiliation_strings":["Alibaba Group, Bellevue, CA, USA"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Bellevue, CA, USA","institution_ids":["https://openalex.org/I4210095624","https://openalex.org/I4210108985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040297543","display_name":"Bolin Ding","orcid":"https://orcid.org/0000-0003-1535-9692"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I4210108985","display_name":"Bellevue Hospital Center","ror":"https://ror.org/01ky34z31","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283621791","https://openalex.org/I4210086933","https://openalex.org/I4210108985"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bolin Ding","raw_affiliation_strings":["Alibaba Group, Bellevue, WA, USA"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Bellevue, WA, USA","institution_ids":["https://openalex.org/I4210095624","https://openalex.org/I4210108985"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035141289","display_name":"Hongteng Xu","orcid":"https://orcid.org/0000-0003-4192-5360"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongteng Xu","raw_affiliation_strings":["Renmin University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5003842463"],"corresponding_institution_ids":["https://openalex.org/I4210136793","https://openalex.org/I78988378"],"apc_list":null,"apc_paid":null,"fwci":0.9178,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74745007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1038","last_page":"1048"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.998199999332428,"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/T12676","display_name":"Machine Learning and ELM","score":0.9980999827384949,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7491095662117004},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6251301765441895},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5658557415008545},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.49437522888183594},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47445306181907654},{"id":"https://openalex.org/keywords/contrastive-analysis","display_name":"Contrastive analysis","score":0.42147648334503174},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36130160093307495},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.14799484610557556},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11433187127113342},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.10316392779350281}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7491095662117004},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6251301765441895},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5658557415008545},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.49437522888183594},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47445306181907654},{"id":"https://openalex.org/C2777629044","wikidata":"https://www.wikidata.org/wiki/Q614959","display_name":"Contrastive analysis","level":2,"score":0.42147648334503174},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36130160093307495},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.14799484610557556},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11433187127113342},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.10316392779350281},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3627673.3679725","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679725","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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":36,"referenced_works":["https://openalex.org/W2187089797","https://openalex.org/W2997361490","https://openalex.org/W3012561096","https://openalex.org/W3035453001","https://openalex.org/W3035524453","https://openalex.org/W3038022836","https://openalex.org/W3089578458","https://openalex.org/W3092408317","https://openalex.org/W3093331990","https://openalex.org/W3094163844","https://openalex.org/W3099314130","https://openalex.org/W3133814152","https://openalex.org/W3141518839","https://openalex.org/W3169044395","https://openalex.org/W3175593095","https://openalex.org/W3182158470","https://openalex.org/W3211394146","https://openalex.org/W3212135426","https://openalex.org/W4200163348","https://openalex.org/W4206936477","https://openalex.org/W4226054611","https://openalex.org/W4226101686","https://openalex.org/W4283367167","https://openalex.org/W4283811427","https://openalex.org/W4283814689","https://openalex.org/W4285601829","https://openalex.org/W4287027946","https://openalex.org/W4287332146","https://openalex.org/W4290875097","https://openalex.org/W4290945652","https://openalex.org/W4312950667","https://openalex.org/W4321014289","https://openalex.org/W4381679608","https://openalex.org/W4385615086","https://openalex.org/W4385815505","https://openalex.org/W6759238902"],"related_works":["https://openalex.org/W2368997734","https://openalex.org/W3026162553","https://openalex.org/W2062195135","https://openalex.org/W2372391131","https://openalex.org/W2768175398","https://openalex.org/W2344382886","https://openalex.org/W2373457013","https://openalex.org/W19111321","https://openalex.org/W1489387583","https://openalex.org/W2412887479"],"abstract_inverted_index":{"With":[0],"the":[1,61,112,130,159],"increasing":[2],"application":[3],"of":[4,96,114,122,132,161,192],"deep":[5],"learning":[6,15,33,87],"to":[7,20,23,45,53,76,110,150,166],"solve":[8],"scientific":[9],"problems":[10],"in":[11,47,99,125,169],"biochemistry,":[12],"molecular":[13,31,56,90,123,178],"federated":[14,32],"has":[16],"become":[17],"popular":[18],"due":[19,165],"its":[21],"ability":[22],"offer":[24],"distributed":[25],"privacy-preserving":[26],"solutions.":[27],"However,":[28],"most":[29],"existing":[30],"methods":[34,50],"rely":[35],"on":[36,175],"joint":[37],"training":[38],"with":[39,83],"public":[40,117,198],"datasets,":[41],"which":[42,74],"are":[43],"difficult":[44],"obtain":[46],"practice.":[48],"These":[49],"also":[51],"fail":[52],"leverage":[54],"multi-modal":[55,107,141],"representations":[57,95],"effectively.":[58],"To":[59,92],"address":[60],"above":[62],"issues,":[63],"we":[64,103,128],"propose":[65],"a":[66,100,105,145],"novel":[67],"framework,":[68],"Federated":[69],"Heterogeneous":[70],"Contrastive":[71],"Distillation":[72],"(FedHCD),":[73],"enables":[75],"jointly":[77],"train":[78],"global":[79,106],"models":[80],"from":[81,153],"clients":[82,115],"heterogeneous":[84],"data":[85,94,124,137,171],"modalities,":[86,127],"tasks,":[88],"and":[89,136,156,180],"models.":[91],"aggregate":[93],"different":[97,126,170],"modalities":[98],"data-free":[101],"manner,":[102],"design":[104],"contrastive":[108,147],"strategy":[109],"align":[111],"representation":[113],"without":[116],"dataset.":[118],"Utilizing":[119],"intrinsic":[120],"characteristics":[121],"tackle":[129],"exacerbation":[131],"local":[133],"model":[134],"drift":[135],"Non-IIDness":[138],"caused":[139],"by":[140],"clients.":[142],"We":[143],"introduce":[144],"multi-view":[146],"knowledge":[148],"transfer":[149],"extract":[151],"features":[152],"atoms,":[154],"substructures,":[155],"molecules,":[157],"solving":[158],"issue":[160],"information":[162],"distillation":[163],"failure":[164],"dimensional":[167],"biases":[168],"modalities.":[172],"Our":[173],"evaluations":[174],"eight":[176],"real-world":[177],"datasets":[179],"ablation":[181],"experiments":[182],"show":[183],"that":[184],"FedHCD":[185],"outperforms":[186],"other":[187],"state-of-the-art":[188],"FL":[189],"methods,":[190],"irrespective":[191],"whether":[193],"or":[194],"not":[195],"they":[196],"use":[197],"datasets.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
