{"id":"https://openalex.org/W7202245297","doi":"https://doi.org/10.1111/cgf.70563","title":"MotionPyramid: Controllable Motion Synthesis via Stylized Phase Manifolds","display_name":"MotionPyramid: Controllable Motion Synthesis via Stylized Phase Manifolds","publication_year":2026,"publication_date":"2026-08-12","ids":{"openalex":"https://openalex.org/W7202245297","doi":"https://doi.org/10.1111/cgf.70563"},"language":"en","primary_location":{"id":"doi:10.1111/cgf.70563","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70563","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/cgf.70563","source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/cgf.70563","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100345666","display_name":"Yu Liu","orcid":"https://orcid.org/0000-0001-8723-1896"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Jingyuan Li","raw_affiliation_strings":["ETH Zurich  Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-7963-5014","affiliations":[{"raw_affiliation_string":"ETH Zurich  Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030754646","display_name":"Peizhuo Li","orcid":"https://orcid.org/0000-0001-9309-9967"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Peizhuo Li","raw_affiliation_strings":["ETH Zurich  Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-9309-9967","affiliations":[{"raw_affiliation_string":"ETH Zurich  Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020863818","display_name":"Andreas Aristidou","orcid":"https://orcid.org/0000-0001-7754-0791"},"institutions":[{"id":"https://openalex.org/I34771391","display_name":"University of Cyprus","ror":"https://ror.org/02qjrjx09","country_code":"CY","type":"education","lineage":["https://openalex.org/I34771391"]},{"id":"https://openalex.org/I4210105896","display_name":"Cyprus Research and Innovation Center (Cyprus)","ror":"https://ror.org/01ha10g31","country_code":"CY","type":"company","lineage":["https://openalex.org/I4210105896"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Andreas Aristidou","raw_affiliation_strings":["CYENS Centre of Excellence  Cyprus","University of Cyprus  Cyprus"],"raw_orcid":"https://orcid.org/0000-0001-7754-0791","affiliations":[{"raw_affiliation_string":"CYENS Centre of Excellence  Cyprus","institution_ids":["https://openalex.org/I4210105896"]},{"raw_affiliation_string":"University of Cyprus  Cyprus","institution_ids":["https://openalex.org/I34771391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064927253","display_name":"Olga Sorkine\u2010Hornung","orcid":"https://orcid.org/0000-0002-8089-3974"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Olga Sorkine\u2010Hornung","raw_affiliation_strings":["ETH Zurich  Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-8089-3974","affiliations":[{"raw_affiliation_string":"ETH Zurich  Switzerland","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":{"value":3710,"currency":"USD","value_usd":3710},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.85908247,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12290","display_name":"Human Motion and Animation","score":0.8623999953269958,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12290","display_name":"Human Motion and Animation","score":0.8623999953269958,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.051600001752376556,"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.02239999920129776,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/stylized-fact","display_name":"Stylized fact","score":0.916100025177002},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.7416999936103821},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6625999808311462},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.6258999705314636},{"id":"https://openalex.org/keywords/manifold","display_name":"Manifold (fluid mechanics)","score":0.5706999897956848},{"id":"https://openalex.org/keywords/motion-control","display_name":"Motion control","score":0.5436000227928162},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.41600000858306885},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.35749998688697815}],"concepts":[{"id":"https://openalex.org/C38935604","wikidata":"https://www.wikidata.org/wiki/Q4330363","display_name":"Stylized fact","level":2,"score":0.916100025177002},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.7416999936103821},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6679999828338623},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6625999808311462},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.6258999705314636},{"id":"https://openalex.org/C529865628","wikidata":"https://www.wikidata.org/wiki/Q1790740","display_name":"Manifold (fluid mechanics)","level":2,"score":0.5706999897956848},{"id":"https://openalex.org/C145565327","wikidata":"https://www.wikidata.org/wiki/Q852514","display_name":"Motion control","level":3,"score":0.5436000227928162},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47690001130104065},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44839999079704285},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.41600000858306885},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.35749998688697815},{"id":"https://openalex.org/C48007421","wikidata":"https://www.wikidata.org/wiki/Q676252","display_name":"Motion capture","level":3,"score":0.3433000147342682},{"id":"https://openalex.org/C2778671503","wikidata":"https://www.wikidata.org/wiki/Q7542110","display_name":"Slow manifold","level":3,"score":0.33739998936653137},{"id":"https://openalex.org/C50494287","wikidata":"https://www.wikidata.org/wiki/Q658467","display_name":"Texture synthesis","level":5,"score":0.3346000015735626},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.3199000060558319},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.3012999892234802},{"id":"https://openalex.org/C10161872","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Motion estimation","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.263700008392334},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.26019999384880066},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.25279998779296875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/cgf.70563","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70563","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/cgf.70563","source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1111/cgf.70563","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70563","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/cgf.70563","source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G142336335","display_name":null,"funder_award_id":"101003104","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6184699413","display_name":null,"funder_award_id":"101178362","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"},{"id":"https://openalex.org/G7221846865","display_name":"Human-centred generative Ai fraMework for culturaL industriEs\u2019 digital Transition","funder_award_id":"101178362","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321652","display_name":"Eidgen\u00f6ssische Technische Hochschule Z\u00fcrich","ror":"https://ror.org/05a28rw58"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7202245297.pdf","grobid_xml":"https://content.openalex.org/works/W7202245297.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2049077434","https://openalex.org/W2611706523","https://openalex.org/W2902579619","https://openalex.org/W2986708244","https://openalex.org/W3024902055","https://openalex.org/W3083132452","https://openalex.org/W4205471895","https://openalex.org/W4221045999","https://openalex.org/W4233266252","https://openalex.org/W4256451904","https://openalex.org/W4286611302","https://openalex.org/W4312635677","https://openalex.org/W4386065649","https://openalex.org/W4386065848","https://openalex.org/W4386076288","https://openalex.org/W4387724715","https://openalex.org/W4390873610","https://openalex.org/W4390874263","https://openalex.org/W4391305822","https://openalex.org/W4400573522","https://openalex.org/W4400839976","https://openalex.org/W4402703025","https://openalex.org/W4402716444","https://openalex.org/W4402727037","https://openalex.org/W4402754111","https://openalex.org/W4403791248"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"We":[1],"introduce":[2],"stylized":[3,81],"phase":[4],"manifolds\u2014a":[5],"compact,":[6],"interpretable":[7],"latent":[8],"representation":[9],"that":[10,59],"disentangles":[11],"motion":[12,21,31,57,110,116],"content":[13],"(e.g.":[14,20],"\u201cjumping\u201d,":[15],"\u201cwalking\u201d),":[16],"the":[17,30,42,80,105],"temporal":[18],"structure":[19],"cycle":[22],"frequency,":[23],"gait":[24],"timing),":[25],"and":[26,39,46,66,92],"style":[27],"(i.e.":[28],"how":[29],"is":[32],"performed).":[33],"Learned":[34],"in":[35],"an":[36,84],"unsupervised":[37],"manner":[38],"inherently":[40],"low\u2010dimensional,":[41],"manifold":[43,82],"offers":[44],"intuitive":[45],"flexible":[47],"editing.":[48],"Building":[49],"on":[50],"this":[51,99],"representation,":[52],"we":[53,78],"develop":[54],"a":[55],"diffusion\u2010based":[56],"generator":[58],"enables":[60],"fine\u2010grained":[61],"control":[62,106],"over":[63,107],"semantic,":[64],"temporal,":[65],"stylistic":[67],"aspects":[68],"of":[69],"motion.":[70,93],"To":[71],"connect":[72],"high\u2010level":[73],"intent":[74],"with":[75],"low\u2010level":[76],"motion,":[77],"treat":[79],"as":[83],"intermediate":[85],"representation\u2014a":[86],"structured":[87],"bridge":[88],"between":[89],"natural":[90],"language":[91],"By":[94],"first":[95],"mapping":[96],"text":[97],"into":[98],"manifold,":[100],"our":[101],"two\u2010stage":[102],"pipeline":[103],"improves":[104],"for":[108],"text\u2010based":[109],"generation,":[111],"while":[112],"producing":[113],"high\u2010quality,":[114],"diverse":[115],"outputs.":[117]},"counts_by_year":[],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2026-08-13T00:00:00"}
