{"id":"https://openalex.org/W7204918426","doi":"https://doi.org/10.48550/arxiv.2608.29907","title":"Diffusion-Based Inverse Design of Dielectric Resonator Metasurfaces for Shaping Smart Electromagnetic Environments","display_name":"Diffusion-Based Inverse Design of Dielectric Resonator Metasurfaces for Shaping Smart Electromagnetic Environments","publication_year":2026,"publication_date":"2026-08-30","ids":{"openalex":"https://openalex.org/W7204918426","doi":"https://doi.org/10.48550/arxiv.2608.29907"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.29907","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29907","pdf_url":"https://arxiv.org/pdf/2608.29907","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.29907","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119738399","display_name":"M. Tsukerman","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tsukerman, M.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086046098","display_name":"Konstantin Grotov","orcid":"https://orcid.org/0000-0001-8383-1894","observed_orcids":["https://orcid.org/0000-0001-8383-1894"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Grotov, K.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041731167","display_name":"Dmytro Vovchuk","orcid":"https://orcid.org/0000-0001-7108-8984","observed_orcids":["https://orcid.org/0000-0001-7108-8984"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vovchuk, D.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5013594723","display_name":"Pavel Ginzburg","orcid":"https://orcid.org/0000-0002-9717-3682","observed_orcids":["https://orcid.org/0000-0002-9717-3682"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ginzburg, P.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"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/T10245","display_name":"Metamaterials and Metasurfaces Applications","score":0.5648999810218811,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10245","display_name":"Metamaterials and Metasurfaces Applications","score":0.5648999810218811,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11383","display_name":"Advanced Antenna and Metasurface Technologies","score":0.40380001068115234,"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/T10739","display_name":"Electromagnetic Scattering and Analysis","score":0.013100000098347664,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inverse-design","display_name":"inverse design","score":0.7609999775886536},{"id":"https://openalex.org/keywords/diffusion-models","display_name":"diffusion models","score":0.8949999809265137},{"id":"https://openalex.org/keywords/conditional-diffusion","display_name":"conditional diffusion","score":0.6570000052452087},{"id":"https://openalex.org/keywords/angular-scattering-patterns","display_name":"angular scattering patterns","score":0.8029999732971191},{"id":"https://openalex.org/keywords/t-matrix","display_name":"T-matrix","score":0.7419999837875366},{"id":"https://openalex.org/keywords/wireless-sensing","display_name":"wireless sensing","score":0.6119999885559082},{"id":"https://openalex.org/keywords/out-of-distribution-generalization","display_name":"out-of-distribution generalization","score":0.6700000166893005}],"concepts":[{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.6632999777793884},{"id":"https://openalex.org/C97126364","wikidata":"https://www.wikidata.org/wiki/Q349669","display_name":"Resonator","level":2,"score":0.5461999773979187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5450999736785889},{"id":"https://openalex.org/C174558057","wikidata":"https://www.wikidata.org/wiki/Q11639409","display_name":"Inverse scattering problem","level":3,"score":0.5005999803543091},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.45410001277923584},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.45239999890327454},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4034000039100647},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.39989998936653137},{"id":"https://openalex.org/C191486275","wikidata":"https://www.wikidata.org/wiki/Q210028","display_name":"Scattering","level":2,"score":0.39340001344680786},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.33820000290870667},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.31290000677108765},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3100000023841858},{"id":"https://openalex.org/C2909720056","wikidata":"https://www.wikidata.org/wiki/Q11406","display_name":"Electromagnetics","level":2,"score":0.3068999946117401},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3012999892234802},{"id":"https://openalex.org/C149773537","wikidata":"https://www.wikidata.org/wiki/Q12969754","display_name":"Electromagnetic radiation","level":2,"score":0.29980000853538513},{"id":"https://openalex.org/C2780204790","wikidata":"https://www.wikidata.org/wiki/Q1220688","display_name":"Dielectric resonator","level":3,"score":0.2865000069141388},{"id":"https://openalex.org/C44886760","wikidata":"https://www.wikidata.org/wiki/Q1758425","display_name":"Wave propagation","level":2,"score":0.28459998965263367},{"id":"https://openalex.org/C206844423","wikidata":"https://www.wikidata.org/wiki/Q5157313","display_name":"Computational electromagnetics","level":3,"score":0.27239999175071716},{"id":"https://openalex.org/C110367647","wikidata":"https://www.wikidata.org/wiki/Q497166","display_name":"Metamaterial","level":2,"score":0.26910001039505005},{"id":"https://openalex.org/C133386390","wikidata":"https://www.wikidata.org/wiki/Q184996","display_name":"Dielectric","level":2,"score":0.2671000063419342},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.2653999924659729},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.263700008392334},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.2556000053882599}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2608.29907","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29907","pdf_url":"https://arxiv.org/pdf/2608.29907","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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"},{"id":"doi:10.48550/arxiv.2608.29907","doi":"https://doi.org/10.48550/arxiv.2608.29907","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.29907","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.29907","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29907","pdf_url":"https://arxiv.org/pdf/2608.29907","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204918426.pdf","grobid_xml":"https://content.openalex.org/works/W7204918426.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W2027029957","https://openalex.org/W2031557272","https://openalex.org/W2077735967","https://openalex.org/W2082432933","https://openalex.org/W2121607567","https://openalex.org/W2138537392","https://openalex.org/W2734498959","https://openalex.org/W2784648660","https://openalex.org/W2803281408","https://openalex.org/W2805166665","https://openalex.org/W2905386666","https://openalex.org/W2968810373","https://openalex.org/W2990747873","https://openalex.org/W3017034203","https://openalex.org/W3036167779","https://openalex.org/W3044860583","https://openalex.org/W3047603779","https://openalex.org/W3083791730","https://openalex.org/W3101955277","https://openalex.org/W3122887982","https://openalex.org/W3129644058","https://openalex.org/W3161819251","https://openalex.org/W4206321046","https://openalex.org/W4214611600","https://openalex.org/W4296666605","https://openalex.org/W4324106947","https://openalex.org/W4361229860","https://openalex.org/W4389337518","https://openalex.org/W4406137387","https://openalex.org/W4409237485","https://openalex.org/W7154585858","https://openalex.org/W7162416510"],"related_works":["https://openalex.org/W7203789836","https://openalex.org/W7108646006","https://openalex.org/W7168419281","https://openalex.org/W7161778899","https://openalex.org/W7131621403","https://openalex.org/W4414381629","https://openalex.org/W4287685630","https://openalex.org/W7154414432","https://openalex.org/W7116675798","https://openalex.org/W4226190677"],"abstract_inverted_index":{"Future":[0],"wireless":[1,27],"systems":[2],"are":[3],"expected":[4],"to":[5],"transform":[6],"the":[7,42,55,61,127,145,191],"surrounding":[8],"space":[9],"from":[10,65,116],"a":[11,16,58,66,72,105,130,137,154],"passive":[12],"propagation":[13],"medium":[14],"into":[15],"smart":[17],"electromagnetic":[18,32,49],"environment,":[19],"where":[20],"engineered":[21],"surfaces":[22],"control":[23],"wave":[24],"propagation,":[25],"support":[26],"sensing,":[28],"and":[29,70,85,94],"create":[30],"programmable":[31],"fingerprints.":[33],"A":[34],"key":[35],"challenge":[36],"in":[37],"realizing":[38],"this":[39],"vision":[40],"is":[41,82],"inverse":[43,62,80,110,147],"design":[44,111],"of":[45,57,99,112,133,136,158,193],"metasurfaces":[46,115],"for":[47,109,144,173,187,196],"tailored":[48],"propagation.":[50],"While":[51],"forward":[52],"analysis":[53],"evaluates":[54],"response":[56],"known":[59],"geometry,":[60],"task":[63,81],"starts":[64],"prescribed":[67],"scattering":[68,119],"signature":[69],"seeks":[71],"physically":[73],"realizable":[74],"structure":[75],"that":[76],"produces":[77,179],"it.":[78],"This":[79],"inherently":[83],"nonlinear":[84],"often":[86],"high-dimensional,":[87],"while":[88,167],"candidate":[89,142],"solutions":[90],"may":[91],"be":[92],"non-unique":[93],"provide":[95],"no":[96],"direct":[97],"indication":[98],"practical":[100],"realizability.":[101],"Here,":[102],"we":[103],"introduce":[104],"conditional":[106,131],"diffusion":[107,194],"framework":[108],"dielectric":[113],"resonator":[114],"target":[117],"angular":[118],"patterns.":[120],"Trained":[121],"on":[122],"T-matrix":[123],"simulated":[124],"geometry-response":[125],"pairs,":[126],"model":[128,177],"learns":[129],"distribution":[132],"geometries":[134],"instead":[135],"deterministic":[138,184],"mapping,":[139],"enabling":[140],"multiple":[141],"designs":[143],"ill-posed":[146],"problem.":[148],"The":[149,176],"best":[150],"generated":[151],"metasurface":[152,198],"achieves":[153],"mean":[155],"percentage":[156],"error":[157,181],"1.39%,":[159],"outperforming":[160],"CMA-ES":[161],"optimization":[162],"(4.1%":[163],"after":[164],"10":[165],"h)":[166],"requiring":[168],"only":[169],"about":[170],"one":[171],"minute":[172],"after-training":[174],"inference.":[175],"also":[178],"lower":[180],"distributions":[182],"than":[183],"neural":[185],"baselines":[186],"out-of-distribution":[188],"spectra,":[189],"highlighting":[190],"potential":[192],"models":[195],"efficient":[197],"design.":[199]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-02T00:00:00"}
