{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T04:15:51Z","timestamp":1778040951017,"version":"3.51.4"},"reference-count":53,"publisher":"International Association for Cryptologic Research","issue":"1","license":[{"start":{"date-parts":[[2026,2,3]],"date-time":"2026-02-03T00:00:00Z","timestamp":1770076800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IACR CiC"],"accepted":{"date-parts":[[2026,4,20]]},"abstract":"<jats:p>\n                    Homomorphic Encryption (HE) enables computation on encrypted data while preserving privacy. We explore its application in the multi-party setting, where data is stored in the cloud under several distinct keys. For\n                    <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                      <mml:mrow>\n                        <mml:mi>n<\/mml:mi>\n                      <\/mml:mrow>\n                    <\/mml:math>\n                    parties, Multi-Key HE (MKHE) supports such scenarios but incurs\n                    <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                      <mml:mrow>\n                        <mml:mi>O<\/mml:mi>\n                        <mml:mo stretchy=\"false\">(<\/mml:mo>\n                        <mml:mi>n<\/mml:mi>\n                        <mml:mo stretchy=\"false\">)<\/mml:mo>\n                      <\/mml:mrow>\n                    <\/mml:math>\n                    space and computational overhead, making it impractical for large-scale use. Conversely, Multi-Party HE (MPHE) achieves constant\n                    <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                      <mml:mrow>\n                        <mml:mi>O<\/mml:mi>\n                        <mml:mo stretchy=\"false\">(<\/mml:mo>\n                        <mml:mn>1<\/mml:mn>\n                        <mml:mo stretchy=\"false\">)<\/mml:mo>\n                      <\/mml:mrow>\n                    <\/mml:math>\n                    overhead but is typically limited by a static group structure: ciphertexts are traditionally tied to a fixed set of parties, which poses challenges for dynamically joining new members or reusing existing ciphertexts for different party sets.\n                  <\/jats:p>\n                  <jats:p>\n                    To address these limitations, we first construct a Dynamic MPHE (dMPHE) scheme that allows new parties to join, while the original parties are not required to remain online. Our construction bridges the gap between existing MPHE and MKHE frameworks while achieving superior efficiency compared to prior dynamic MPHE attempts. Building on this, we introduce Reusable Dynamic MPHE (rdMPHE), a new primitive that simultaneously supports dynamicity and ciphertext reusability. We implement both schemes based on the RLWE assumption. Our analyzes and experiments demonstrate that rdMPHE maintains\n                    <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                      <mml:mrow>\n                        <mml:mi>O<\/mml:mi>\n                        <mml:mo stretchy=\"false\">(<\/mml:mo>\n                        <mml:mn>1<\/mml:mn>\n                        <mml:mo stretchy=\"false\">)<\/mml:mo>\n                      <\/mml:mrow>\n                    <\/mml:math>\n                    efficiency while overcoming the scalability and static constraints of previous MKHE and MPHE. To support open research, our code has been made publicly available.\n                  <\/jats:p>","DOI":"10.62056\/a0qj89krz","type":"journal-article","created":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T18:09:08Z","timestamp":1777918148000},"update-policy":"https:\/\/doi.org\/10.62056\/adfjwm02dj","source":"Crossref","is-referenced-by-count":0,"title":["Multi-Party Homomorphic Encryption with Dynamicity and Ciphertext Reusability"],"prefix":"10.62056","volume":"3","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7085-2220","authenticated-orcid":false,"given":"Jung","family":"Cheon","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/04h9pn542","id-type":"ROR","asserted-by":"publisher"}],"name":"Seoul National University","place":["Seoul, Korea"]},{"name":"CryptoLab Inc.","place":["Seoul, Korea"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7835-4349","authenticated-orcid":false,"given":"Hyeongmin","family":"Choe","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/036x5ad56","id-type":"ROR","asserted-by":"publisher"}],"name":"University of Luxembourg","place":["Esch-sur-Alzette, Luxembourg"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Seunghong","family":"Kim","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/0476bn305","id-type":"ROR","asserted-by":"publisher"}],"name":"Samsung SDS","place":["Seoul, Korea"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-3826-4636","authenticated-orcid":false,"given":"Yongdong","family":"Yeo","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/04h9pn542","id-type":"ROR","asserted-by":"publisher"}],"name":"Seoul National University","place":["Seoul, Korea"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"48349","published-online":{"date-parts":[[2026,5,4]]},"reference":[{"key":"ref1:Gen09_blueprint","volume-title":"A fully homomorphic encryption scheme","author":"Craig Gentry","year":"2009"},{"key":"ref2:ITCS:BraGenVai12","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1145\/2090236.2090262","article-title":"(Leveled) fully homomorphic encryption without\n  bootstrapping","author":"Zvika Brakerski","year":"2012"},{"key":"ref3:C:Brakerski12","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"868","DOI":"10.1007\/978-3-642-32009-5_50","article-title":"Fully Homomorphic Encryption without Modulus Switching from\n  Classical GapSVP","volume":"7417","author":"Zvika Brakerski","year":"2012"},{"key":"ref4:cryptoeprint:2012\/144","volume-title":"Somewhat Practical Fully Homomorphic Encryption","author":"Junfeng Fan","year":"2012"},{"key":"ref5:AC:CKKS17","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"409","DOI":"10.1007\/978-3-319-70694-8_15","article-title":"Homomorphic Encryption for Arithmetic of Approximate\n  Numbers","volume":"10624","author":"Jung Hee Cheon","year":"2017"},{"key":"ref6:EC:DucMic15","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"617","DOI":"10.1007\/978-3-662-46800-5_24","article-title":"FHEW: Bootstrapping Homomorphic Encryption in Less Than a\n  Second","volume":"9056","author":"L\u00e9o Ducas","year":"2015"},{"key":"ref7:AC:CGGI16","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-662-53887-6_1","article-title":"Faster Fully Homomorphic Encryption: Bootstrapping in Less\n  Than 0.1 Seconds","volume":"10031","author":"Ilaria Chillotti","year":"2016"},{"key":"ref8:ICML:GDLLNW16_cryptonets","series-title":"Proceedings of Machine Learning Research","first-page":"201","article-title":"CryptoNets: Applying Neural Networks to Encrypted Data\n  with High Throughput and Accuracy","volume":"48","author":"Ran Gilad-Bachrach","year":"2016"},{"key":"ref9:ICML:LLLKKNC22","series-title":"Proceedings of Machine Learning Research","first-page":"12403","article-title":"Low-Complexity Deep Convolutional Neural Networks on Fully\n  Homomorphic Encryption Using Multiplexed Parallel Convolutions","volume":"162","author":"Eunsang Lee","year":"2022"},{"key":"ref10:TDSC:KimGuy23","doi-asserted-by":"publisher","first-page":"2175","DOI":"10.1109\/TIFS.2023.3263631","article-title":"Optimized Privacy-Preserving CNN Inference With Fully\n  Homomorphic Encryption","volume":"18","author":"Dongwoo Kim","year":"2023","journal-title":"IEEE Transactions on Information Forensics and Security"},{"key":"ref11:ICML:LLKSL23","series-title":"ICML'23","article-title":"HETAL: efficient privacy-preserving transfer learning with\n  homomorphic encryption","author":"Seewoo Lee","year":"2023"},{"key":"ref12:PPMLBarni06","series-title":"MM&Sec '06","isbn-type":"print","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1145\/1161366.1161393","article-title":"A privacy-preserving protocol for neural-network-based\n  computation","author":"M. Barni","year":"2006","ISBN":"https:\/\/id.crossref.org\/isbn\/1595934936"},{"key":"ref13:PPMLYuan14","doi-asserted-by":"publisher","first-page":"212","DOI":"10.1109\/TPDS.2013.18","article-title":"Privacy Preserving Back-Propagation Neural Network Learning\n  Made Practical with Cloud Computing","volume":"25","author":"Jiawei Yuan","year":"2014","journal-title":"IEEE Transactions on Parallel and Distributed Systems"},{"key":"ref14:cryptoeprint:2017\/035","volume-title":"Privacy-Preserving Classification on Deep Neural Network","author":"Herv\u00e9 Chabanne","year":"2017"},{"key":"ref15:C:BMMP18","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"483","DOI":"10.1007\/978-3-319-96878-0_17","article-title":"Fast Homomorphic Evaluation of Deep Discretized Neural\n  Networks","volume":"10993","author":"Florian Bourse","year":"2018"},{"key":"ref16:aziz2017secure","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1186\/s12920-017-0279-9","article-title":"Secure approximation of edit distance on genomic data","volume":"10","author":"Md Momin Al Aziz","year":"2017","journal-title":"BMC Medical Genomics"},{"key":"ref17:CCS:JKLS18","doi-asserted-by":"publisher","first-page":"1209","DOI":"10.1145\/3243734.3243837","article-title":"Secure Outsourced Matrix Computation and Application to\n  Neural Networks","author":"Xiaoqian Jiang","year":"2018"},{"key":"ref18:kim2018logistic","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1186\/s12920-018-0401-7","article-title":"Logistic regression model training based on the approximate\n  homomorphic encryption","volume":"11","author":"Andrey Kim","year":"2018","journal-title":"BMC medical genomics"},{"key":"ref19:LAHH22_DAM","doi-asserted-by":"publisher","first-page":"130424","DOI":"10.1109\/ACCESS.2022.3227969","article-title":"SPChain: A Smart and Private Blockchain-Enabled Framework\n  for Combining GDPR-Compliant Digital Assets Management With AI Models","volume":"10","author":"Wei-Shan Lee","year":"2022","journal-title":"IEEE Access"},{"key":"ref20:WalAlr15_DataLake","doi-asserted-by":"publisher","first-page":"160","DOI":"10.1109\/BDCloud.2015.62","article-title":"Personal Data Lake with Data Gravity Pull","author":"Coral Walker","year":"2015"},{"key":"ref21:IBM14_DataLake","article-title":"Governing and managing big data for analytics and decision\n  makers","volume":"252","author":"Mandy Chessell","year":"2014","journal-title":"IBM Redguides for Business Leaders"},{"key":"ref22:TSRC15_DataLake","article-title":"Data Wrangling: The Challenging Journey from the Wild to\n  the Lake","author":"Ignacio G Terrizzano","year":"2015"},{"key":"ref23:QuiHaiVat16_DataLake","article-title":"GEMMS: A Generic and Extensible Metadata Management System\n  for Data Lakes.","volume":"129","author":"Christoph Quix","year":"2016"},{"key":"ref24:STOC:LopTroVai12","doi-asserted-by":"publisher","first-page":"1219","DOI":"10.1145\/2213977.2214086","article-title":"On-the-fly multiparty computation on the cloud via multikey\n  fully homomorphic encryption","author":"Adriana L\u00f3pez-Alt","year":"2012"},{"key":"ref25:C:BraPer16","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"190","DOI":"10.1007\/978-3-662-53018-4_8","article-title":"Lattice-Based Fully Dynamic Multi-key FHE with Short\n  Ciphertexts","volume":"9814","author":"Zvika Brakerski","year":"2016"},{"key":"ref26:AC:CheChiSon19","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"446","DOI":"10.1007\/978-3-030-34621-8_16","article-title":"Multi-Key Homomorphic Encryption from TFHE","volume":"11922","author":"Hao Chen","year":"2019"},{"key":"ref27:ACNS:KLSW24","isbn-type":"print","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1007\/978-3-031-54773-7_16","article-title":"A General Framework of Homomorphic Encryption for Multiple\n  Parties with Non-interactive Key-Aggregation","author":"Hyesun Kwak","year":"2024","ISBN":"https:\/\/id.crossref.org\/isbn\/9783031547720"},{"key":"ref28:EC:AJLTVW12","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"483","DOI":"10.1007\/978-3-642-29011-4_29","article-title":"Multiparty Computation with Low Communication, Computation\n  and Interaction via Threshold FHE","volume":"7237","author":"Gilad Asharov","year":"2012"},{"key":"ref29:PoPETs:MTBH21","doi-asserted-by":"publisher","first-page":"291","DOI":"10.2478\/popets-2021-0071","article-title":"Multiparty Homomorphic Encryption from\n  Ring-Learning-with-Errors","volume":"2021","author":"Christian Mouchet","year":"2021","journal-title":"PoPETs"},{"key":"ref30:JC:MouBerHab23","doi-asserted-by":"publisher","DOI":"10.1007\/s00145-023-09452-8","article-title":"An Efficient Threshold Access-Structure for RLWE-Based\n  Multiparty Homomorphic Encryption","volume":"36","author":"Christian Mouchet","year":"2023","journal-title":"J. Cryptol.","ISSN":"https:\/\/id.crossref.org\/issn\/0933-2790","issn-type":"electronic"},{"key":"ref31:ACCESS:Park21","doi-asserted-by":"publisher","first-page":"135915","DOI":"10.1109\/ACCESS.2021.3117029","article-title":"Homomorphic Encryption for Multiple Users With Less\n  Communications","volume":"9","author":"Jeongeun Park","year":"2021","journal-title":"IEEE Access"},{"key":"ref32:TIFS:CDLWZ21","doi-asserted-by":"publisher","first-page":"5239","DOI":"10.1109\/TIFS.2021.3127023","article-title":"Dynamic Multi-Key FHE in Asymmetric Key Setting From\n  LWE","volume":"16","author":"Yuling Chen","year":"2021","journal-title":"IEEE Transactions on Information Forensics and Security"},{"key":"ref33:LIU2024103773","doi-asserted-by":"publisher","DOI":"10.1016\/j.csi.2023.103773","article-title":"Round efficient privacy-preserving federated learning based\n  on MKFHE","volume":"87","author":"Wenchao Liu","year":"2024","journal-title":"Computer Standards & Interfaces","ISSN":"https:\/\/id.crossref.org\/issn\/0920-5489","issn-type":"electronic"},{"key":"ref34:AC:CGGI17","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1007\/978-3-319-70694-8_14","article-title":"Faster Packed Homomorphic Operations and Efficient Circuit\n  Bootstrapping for TFHE","volume":"10624","author":"Ilaria Chillotti","year":"2017"},{"key":"ref35:Access:ParRov23","doi-asserted-by":"publisher","first-page":"118625","DOI":"10.1109\/ACCESS.2023.3326237","article-title":"Efficient TFHE Bootstrapping in the Multiparty Setting","volume":"11","author":"Jeongeun Park","year":"2023","journal-title":"IEEE Access"},{"key":"ref36:TDSC:AHWC21","doi-asserted-by":"publisher","first-page":"1821","DOI":"10.1109\/TDSC.2019.2940020","article-title":"Blindfolded Evaluation of Random Forests with Multi-Key\n  Homomorphic Encryption","volume":"18","author":"Asma Aloufi","year":"2021","journal-title":"IEEE Transactions on Dependable and Secure Computing"},{"key":"ref37:CCS:KKLSS23","doi-asserted-by":"publisher","first-page":"726","DOI":"10.1145\/3576915.3623176","article-title":"Asymptotically Faster Multi-Key Homomorphic Encryption from\n  Homomorphic Gadget Decomposition","author":"Taechan Kim","year":"2023"},{"key":"ref38:CHES:NHYCKHW25","doi-asserted-by":"publisher","first-page":"118","DOI":"10.46586\/tches.v2025.i4.118-144","article-title":"XBOOT: Free-XOR Gates for CKKS with Applications to\n  Transciphering","volume":"2025","author":"Chao Niu","year":"2025","journal-title":"IACR Transactions on Cryptographic Hardware and Embedded\n  Systems"},{"key":"ref39:LatticeEstimator:AlbrechtPlayerScott","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1515\/jmc-2015-0016","article-title":"On the concrete hardness of Learning with Errors","volume":"9","author":"Martin R. Albrecht","year":"2015","journal-title":"Journal of Mathematical Cryptology"},{"key":"ref40:CiC:Mic25","doi-asserted-by":"publisher","DOI":"10.62056\/ak5wl86bm","article-title":"Fully Composable Homomorphic Encryption","volume":"2","author":"Daniele Micciancio","year":"2025","journal-title":"IACR Communications in Cryptology","ISSN":"https:\/\/id.crossref.org\/issn\/3006-5496","issn-type":"electronic"},{"key":"ref41:C:LMSS22","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"560","DOI":"10.1007\/978-3-031-15802-5_20","article-title":"Securing Approximate Homomorphic Encryption Using\n  Differential Privacy","volume":"13507","author":"Baiyu Li","year":"2022"},{"key":"ref42:cryptoeprint:2022\/1625","volume-title":"Efficient Threshold FHE for Privacy-Preserving\n  Applications","author":"Siddhartha Chowdhury","year":"2022"},{"key":"ref43:SAC:CHKKS18","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"347","DOI":"10.1007\/978-3-030-10970-7_16","article-title":"A Full RNS Variant of Approximate Homomorphic Encryption","volume":"11349","author":"Jung Hee Cheon","year":"2019"},{"key":"ref44:RSA:HalPolSho19","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1007\/978-3-030-12612-4_5","article-title":"An Improved RNS Variant of the BFV Homomorphic\n  Encryption Scheme","volume":"11405","author":"Shai Halevi","year":"2019"},{"key":"ref45:C:GenHalSma12","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"850","DOI":"10.1007\/978-3-642-32009-5_49","article-title":"Homomorphic Evaluation of the AES Circuit","volume":"7417","author":"Craig Gentry","year":"2012"},{"key":"ref46:RSA:CosSma16","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"325","DOI":"10.1007\/978-3-319-29485-8_19","article-title":"Which Ring Based Somewhat Homomorphic Encryption Scheme is\n  Best?","volume":"9610","author":"Ana Costache","year":"2016"},{"key":"ref47:TCSVT:XLGZL23","doi-asserted-by":"publisher","first-page":"3185","DOI":"10.1109\/TCSVT.2023.3234278","article-title":"Secure Decentralized Image Classification With Multiparty\n  Homomorphic Encryption","volume":"33","author":"Guowen Xu","year":"2023","journal-title":"IEEE Transactions on Circuits and Systems for Video\n  Technology"},{"key":"ref48:ACCAI:KCPS23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/ACCAI58221.2023.10200291","article-title":"Multi-Key Privacy-Preserving Training and Classification\n  using Supervised Machine Learning Techniques in Cloud Computing","author":"R. Hari Kishore","year":"2023"},{"key":"ref49:CCS:HLSS25","series-title":"CCS '25","isbn-type":"print","doi-asserted-by":"publisher","first-page":"4049","DOI":"10.1145\/3719027.3765229","article-title":"Practical Zero-Knowledge PIOP for Maliciously Secure\n  Multiparty Homomorphic Encryption","author":"Intak Hwang","year":"2025","ISBN":"https:\/\/id.crossref.org\/isbn\/9798400715259"},{"key":"ref50:snu-mghe","volume-title":"SNU-MGHE","author":"SNUCP","year":"2024"},{"key":"ref51:lattigo","volume-title":"Lattigo v2.3.0","author":"Tune Insight","year":"2021"},{"key":"ref52:EC:BMTH21","series-title":"LNCS","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1007\/978-3-030-77870-5_21","article-title":"Efficient Bootstrapping for Approximate Homomorphic\n  Encryption with Non-sparse Keys","volume":"12696","author":"Jean-Philippe Bossuat","year":"2021"},{"key":"ref53:Eprint:2025\/2057","volume-title":"Distributed Key Generation for Efficient Threshold-CKKS","author":"Seonhong Min","year":"2025"}],"container-title":["IACR Communications in Cryptology"],"original-title":[],"language":"en","deposited":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T04:03:45Z","timestamp":1778040225000},"score":1,"resource":{"primary":{"URL":"https:\/\/cic.iacr.org\/p\/3\/1\/28"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,4]]},"references-count":53,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,5,4]]}},"URL":"https:\/\/doi.org\/10.62056\/a0qj89krz","archive":["Internet Archive","Internet Archive"],"relation":{},"ISSN":["3006-5496"],"issn-type":[{"value":"3006-5496","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,4]]},"assertion":[{"value":"2026-02-03","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-04-20","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"cc3-1-84"}}