{"id":"https://openalex.org/W4415708358","doi":"https://doi.org/10.1109/icme59968.2025.11209967","title":"GEST: Dual Structured Exploration with Graph ODE for Spatio-Temporal Dynamic System Modeling","display_name":"GEST: Dual Structured Exploration with Graph ODE for Spatio-Temporal Dynamic System Modeling","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415708358","doi":"https://doi.org/10.1109/icme59968.2025.11209967"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11209967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","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/A5049385796","display_name":"Yonghao Li","orcid":"https://orcid.org/0000-0001-5653-4907"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonghao Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645850","display_name":"Xiangyu Zhao","orcid":"https://orcid.org/0000-0002-5269-3182"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Zhao","raw_affiliation_strings":["Shanghai Jiao Tong University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714386","display_name":"Ping Ye","orcid":"https://orcid.org/0000-0003-4974-7087"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Ye","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100641331","display_name":"Qingxuan Jia","orcid":"https://orcid.org/0000-0002-9533-3275"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingxuan Jia","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14884627,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.1738000065088272,"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":0.1738000065088272,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.10379999876022339,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.05469999834895134,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6891999840736389},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6886000037193298},{"id":"https://openalex.org/keywords/ode","display_name":"Ode","score":0.6730999946594238},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.6176999807357788},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4620000123977661},{"id":"https://openalex.org/keywords/inefficiency","display_name":"Inefficiency","score":0.37610000371932983},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.3587000072002411}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7688000202178955},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6891999840736389},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6886000037193298},{"id":"https://openalex.org/C34862557","wikidata":"https://www.wikidata.org/wiki/Q178985","display_name":"Ode","level":2,"score":0.6730999946594238},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.6176999807357788},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4620000123977661},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4602000117301941},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4530999958515167},{"id":"https://openalex.org/C2778869765","wikidata":"https://www.wikidata.org/wiki/Q6028363","display_name":"Inefficiency","level":2,"score":0.37610000371932983},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.3587000072002411},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35670000314712524},{"id":"https://openalex.org/C110963975","wikidata":"https://www.wikidata.org/wiki/Q12070446","display_name":"Systems modeling","level":2,"score":0.31790000200271606},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.2957000136375427},{"id":"https://openalex.org/C854659","wikidata":"https://www.wikidata.org/wiki/Q1859284","display_name":"Message passing","level":2,"score":0.28619998693466187},{"id":"https://openalex.org/C107645828","wikidata":"https://www.wikidata.org/wiki/Q12070446","display_name":"System model","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.27799999713897705},{"id":"https://openalex.org/C558772884","wikidata":"https://www.wikidata.org/wiki/Q1508564","display_name":"Graph rewriting","level":3,"score":0.2653999924659729},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.258899986743927}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11209967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","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":23,"referenced_works":["https://openalex.org/W2528639018","https://openalex.org/W2796422723","https://openalex.org/W2907492528","https://openalex.org/W2951392159","https://openalex.org/W2955819484","https://openalex.org/W2996847713","https://openalex.org/W3015483809","https://openalex.org/W3117062925","https://openalex.org/W3138340468","https://openalex.org/W4245586707","https://openalex.org/W4287512175","https://openalex.org/W4306317966","https://openalex.org/W4313009682","https://openalex.org/W4382240004","https://openalex.org/W4393147339","https://openalex.org/W4402981150","https://openalex.org/W4403791494","https://openalex.org/W4403791633","https://openalex.org/W4405718500","https://openalex.org/W4405916824","https://openalex.org/W4408353440","https://openalex.org/W4408803960","https://openalex.org/W4411631879"],"related_works":[],"abstract_inverted_index":{"Understanding":[0],"and":[1,42,47,57,79,99],"modeling":[2],"spatio-temporal":[3],"dynamic":[4,49,90,104],"systems":[5],"are":[6,108],"critical":[7],"for":[8,45,64],"numerous":[9],"real-world":[10],"applications,":[11],"yet":[12],"existing":[13],"data-driven":[14],"methods":[15,44],"often":[16],"suffer":[17],"from":[18],"inefficiency":[19],"due":[20],"to":[21,75,102],"the":[22,83,93],"complexity":[23],"of":[24,97],"their":[25],"architectures.":[26],"To":[27],"address":[28],"this":[29],"challenge,":[30],"we":[31],"introduce":[32],"a":[33,58,69],"novel":[34],"dual-branch":[35],"framework,":[36],"GEST,":[37],"which":[38],"synergistically":[39],"integrates":[40],"graph-based":[41],"spectral":[43],"scalable":[46],"effective":[48],"system":[50],"modeling.":[51],"GEST":[52,98],"employs":[53],"message":[54],"passing":[55],"strategy":[56],"tailored":[59],"attention-enhanced":[60],"Graph":[61],"ODE":[62],"module":[63],"continuous-time":[65],"temporal":[66],"evolution.":[67],"Additionally,":[68],"Global":[70],"Fourier":[71],"Module":[72],"is":[73],"proposed":[74],"capture":[76],"long-range":[77],"dependencies":[78],"global":[80],"dynamics":[81],"in":[82],"frequency":[84],"domain.":[85],"Extensive":[86],"experiments":[87],"across":[88],"diverse":[89],"scenarios":[91],"demonstrate":[92],"superior":[94],"predictive":[95],"performance":[96],"its":[100],"adaptability":[101],"various":[103],"scenes.":[105],"Our":[106],"codes":[107],"available":[109],"at":[110],"https://github.com/Eren-01/ICME_GEST.":[111]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-30T00:00:00"}
