{"id":"https://openalex.org/W4409670707","doi":"https://doi.org/10.1145/3696410.3714673","title":"Graph Wave Networks","display_name":"Graph Wave Networks","publication_year":2025,"publication_date":"2025-04-22","ids":{"openalex":"https://openalex.org/W4409670707","doi":"https://doi.org/10.1145/3696410.3714673"},"language":"en","primary_location":{"id":"doi:10.1145/3696410.3714673","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714673","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714673","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714673","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009392739","display_name":"Juwei Yue","orcid":"https://orcid.org/0000-0002-6899-5724"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Juwei Yue","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haikuo Li","orcid":"https://orcid.org/0009-0009-2550-1681"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haikuo Li","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080665569","display_name":"Jiawei Sheng","orcid":"https://orcid.org/0000-0002-4865-982X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Sheng","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yihan Guo","orcid":"https://orcid.org/0009-0000-5115-0963"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihan Guo","raw_affiliation_strings":["University of the Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of the Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China","institution_ids":["https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100730856","display_name":"Xinghua Zhang","orcid":"https://orcid.org/0000-0001-6954-5605"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinghua Zhang","raw_affiliation_strings":["Tongyi Lab, Alibaba Group, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tongyi Lab, Alibaba Group, Beijing, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085319576","display_name":"Chuan Zhou","orcid":"https://orcid.org/0000-0001-9958-8673"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210120485","display_name":"Academy of Mathematics and Systems Science","ror":"https://ror.org/02jkmyk67","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210120485"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuan Zhou","raw_affiliation_strings":["Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China","institution_ids":["https://openalex.org/I4210120485","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080686378","display_name":"Tingwen Liu","orcid":"https://orcid.org/0000-0002-0750-6923"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingwen Liu","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083561214","display_name":"Li Guo","orcid":"https://orcid.org/0000-0002-2529-7643"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Guo","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China and School of Cyber Security, UCAS, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5009392739"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"],"apc_list":null,"apc_paid":null,"fwci":7.0294,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96275746,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1365","last_page":"1379"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9944000244140625,"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":0.6381592750549316},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.41055941581726074},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2993645668029785}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6381592750549316},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.41055941581726074},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2993645668029785}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696410.3714673","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714673","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714673","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696410.3714673","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714673","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714673","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4409670707.pdf"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W398859631","https://openalex.org/W2101491865","https://openalex.org/W2560674852","https://openalex.org/W2907492528","https://openalex.org/W2912636151","https://openalex.org/W2990045899","https://openalex.org/W3045164669","https://openalex.org/W3094504436","https://openalex.org/W3097300053","https://openalex.org/W3101073376","https://openalex.org/W3128443161","https://openalex.org/W3155333579","https://openalex.org/W3166257724","https://openalex.org/W3172402898","https://openalex.org/W4206425576","https://openalex.org/W4206609219","https://openalex.org/W4247950230","https://openalex.org/W4290943435","https://openalex.org/W4320060387","https://openalex.org/W4385565676","https://openalex.org/W4393159631"],"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":{"Dynamics":[0],"modeling":[1],"has":[2,81,222],"been":[3],"introduced":[4],"as":[5,24,114,133,289],"a":[6,25,65,71,115,118,134,158,212,215,233],"novel":[7],"paradigm":[8],"in":[9,40,56,101,122,146,153,283],"message":[10],"passing":[11],"(MP)":[12],"of":[13,38,53,75,117,120,125,143,188,201,219,237],"graph":[14,54,57,104,159,175,189,207,250,286],"neural":[15],"networks":[16,191],"(GNNs).":[17],"Existing":[18],"methods":[19],"consider":[20,131],"MP":[21,132],"between":[22],"nodes":[23,39],"heat":[26,31,45,61,229],"diffusion":[27],"process,":[28],"and":[29,84,197,273,279,291],"leverage":[30,163],"equation":[32,46,62,68,152,161,177,209,230,252],"to":[33,86,96,130,138,162,181,257],"model":[34,88,260],"the":[35,41,50,123,140,147,164,174,186,199,202,206,228,244,249],"temporal":[36,141],"evolution":[37,142],"embedding":[42],"space.":[43,148],"However,":[44],"can":[47,111,178],"hardly":[48],"depict":[49,97],"wave":[51,99,108,135,144,151,160,165,176,190,208,251],"nature":[52],"signals":[55,105,109,145],"signal":[58],"processing.":[59],"Besides,":[60,205],"is":[63,210,295],"essentially":[64,107],"partial":[66,73,217,235],"differential":[67],"(PDE)":[69],"involving":[70,214],"first":[72,234],"derivative":[74,218,236],"time,":[76,220],"whose":[77],"numerical":[78,245],"solution":[79,246],"usually":[80],"low":[82],"stability,":[83],"leads":[85],"inefficient":[87],"training.":[89],"In":[90,169],"this":[91],"paper,":[92],"we":[93,155,171,240],"would":[94],"like":[95],"more":[98],"details":[100],"MP,":[102],"since":[103],"are":[106,253],"that":[110,173,231,243,269],"be":[112,179],"seen":[113],"superposition":[116],"series":[119],"waves":[121],"form":[124],"eigenvector.":[126],"This":[127],"motivates":[128],"us":[129],"propagation":[136,166],"process":[137],"capture":[139],"Based":[149],"on":[150,167,194,225,276],"physics,":[154],"innovatively":[156],"develop":[157],"graphs.":[168],"details,":[170],"demonstrate":[172],"connected":[180],"traditional":[182],"spectral":[183,203],"GNNs,":[184],"facilitating":[185],"design":[187],"(GWNs)":[192],"based":[193],"various":[195],"Laplacians":[196],"enhancing":[198],"performance":[200,275,282],"GNNs.":[204],"particularly":[211],"PDE":[213],"second":[216],"which":[221],"stronger":[223],"stability":[224],"graphs":[226],"than":[227],"involves":[232],"time.":[238],"Additionally,":[239],"theoretically":[241],"prove":[242],"derived":[247],"from":[248],"constantly":[254],"stable,":[255],"enabling":[256],"significantly":[258],"enhance":[259],"efficiency":[261],"while":[262],"ensuring":[263],"its":[264],"performance.":[265],"Extensive":[266],"experiments":[267],"show":[268],"GWNs":[270],"achieve":[271],"state-of-the-art":[272],"efficient":[274],"benchmark":[277],"datasets,":[278],"exhibit":[280],"outstanding":[281],"addressing":[284],"challenging":[285],"problems,":[287],"such":[288],"over-smoothing":[290],"heterophily.":[292],"Our":[293],"code":[294],"available":[296],"at":[297],"https://github.com/YueAWu/Graph-Wave-Networks.":[298]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}