Knowledge

PALISADE (software)

Source ๐Ÿ“

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PROCEED program. SIPHER development began in 2010, with a focus on modular open design principles to support rapid application deployment over multiple FHE schemes and hardware accelerator back-ends, including on mobile, FPGA and CPU-based computing systems. PALISADE began building from earlier
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Cheon, Jung Hee; Han, Kyoohyung; Kim, Andrey; Kim, Miran; Song, Yongsoo (2018). "A Full RNS Variant of Approximate Homomorphic Encryption".
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Cheon, Jung Hee; Kim, Andrey; Kim, Miran; Song, Yongsoo (2017). "Homomorphic encryption for arithmetic of approximate numbers".
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SIPHER designs in 2014, with an open-source release in 2017 and substantial improvements every subsequent 6 months.
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Asharov, Gilad; Jain, Abhishek; Lรณpez-Alt, Adriana; Tromer, Eran; Vaikuntanathan, Vinod; Wichs, Daniel (2012).
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PALISADE adopted the open modular design principles of the predecessor SIPHER software library from the
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Proceedings of the 7th ACM Symposium on Information, Computer and Communications Security - ASIACCS '12
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Gentry, Craig; Halevi, Shai; Smart, Nigel (2012). "Homomorphic Evaluation of the AES Circuit.".
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Chillotti-Gama-Georgieva-Izabachene (TFHE) scheme for Boolean circuit evaluation with extensions
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software library that provides implementations of lattice cryptography building blocks and
548:"Duality Technologies raises $ 16 million for privacy-preserving data science solutions" 768: 282: 214: 1022: 411:(includes identity-based encryption and ciphertext-policy attribute-based encryption) 286: 1008: 784:
Optimized Homomorphic Encryption Solution for Secure Genome-Wide Association Studies
519:"Walmart, Microsoft, AT&T-Backed Foundry Invests Millions in Encryption Pioneer" 434: 397: 185: 915: 850: 759: 736: 712: 403: 241:
PROCEED and SafeWare programs, with subsequent improvements funded by additional
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Ducas-Micciancio (FHEW) scheme for Boolean circuit evaluation with optimizations
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Yuriy Polyakov and Kurt Rohloff and Gyana Sahu and Vinod Vaikuntanthan (2017).
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Fully Homomorphic Encryption without Modulus Switching from Classical GapSVP
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Brakerski-Gentry-Vaikuntanathan (BGV) scheme for integer arithmetic with
910:. Lecture Notes in Computer Science. Vol. 7237. pp. 483โ€“501. 752:
Cid C., Jacobson Jr. M. (eds) Selected Areas in Cryptography โ€“ SAC 2018
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Safavi-Naini R., Canetti R. (eds) Advances in Cryptology โ€“ CRYPTO 2012
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Ilaria Chillotti; Nicolas Gama; Mariya Georgieva; Malika Izabachene.
814:"Approximate Homomorphic Encryption with Reduced Approximation Error" 634:
A Full RNS Variant of FV Like Somewhat Homomorphic Encryption Schemes
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M. Blatt, A. Gusev, Y. Polyakov, K. Rohloff, and V. Vaikuntanathan.
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Brakerski/Fan-Vercauteren (BFV) scheme for integer arithmetic with
153: 845:. EUROCRYPT 2015. Springer, Berlin, Heidelberg. pp. 617โ€“640. 833:"FHEW: Bootstrapping Homomorphic Encryption in Less Than a Second" 729:
Takagi T., Peyrin T. (eds) Advances in Cryptology โ€“ ASIACRYPT 2017
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Cheon-Kim-Kim-Song (CKKS) scheme for real-number arithmetic with
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An Improved RNS Variant of the BFV Homomorphic Encryption Scheme
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Trapdoors for Hard Lattices and New Cryptographic Constructions
706:. CRYPTO 2012. Springer, Berlin, Heidelberg. pp. 850โ€“867. 493: 881: 469:"Community โ€“ PALISADE Homomorphic Encryption Software Library" 254: 250: 196: 48: 812:
Kim, Andrey; Papadimitriou, Antonis; Polyakov, Yuriy (2020).
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There are several known git repositories/ports for PALISADE:
979:"Ciphertext policy attribute-based encryption from lattices" 843:, Fischlin M. (eds) Advances in Cryptology โ€“ EUROCRYPT 2015 797:
Better Bootstrapping for Approximate Homomorphic Encryption
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Kim, Andrey; Polyakov, Yuriy; Zucca, Vincent (2021).
577:"PALISADE Lattice Cryptography Library Documentation" 731:. ASIACRYPT 2017. Springer, Cham. pp. 409โ€“437. 191: 179: 159: 149: 129: 103: 81: 59: 30: 687:Fully Homomorphic Encryption without Bootstrapping 237:PALISADE development was funded originally by the 977:Zhang, Jiang; Zhang, Zhenfeng; Ge, Aijun (2012). 599:"Somewhat Practical Fully Homomorphic Encryption" 400:(official development/preview release repository) 685:Z. Brakerski, C. Gentry, and V. Vaikuntanathan. 754:. SAC 2018. Springer, Cham. pp. 347โ€“368. 409:PALISADE Attribute-Based Encryption Extensions 8: 632:Bajard JC., Eynard J., Hasan M.A., Zucca V. 597:Fan, Junfeng; Vercauteren, Frederik (2012). 373:Ciphertext-policy attribute-based encryption 356:Threshold FHE for BGV, BFV, and CKKS schemes 296:was released as a fork that also implements 16: 308:PALISADE includes the following features: 22: 15: 960:Gentry C., Peikert C., Vaikuntanathan V. 767: 711: 945:ACM Transactions on Privacy and Security 868:Bootstrapping in FHEW-like Cryptosystems 831:Ducas, Leo; Micciancio, Daniele (2015). 908:Advances in Cryptology โ€“ EUROCRYPT 2012 460: 956: 954: 862: 860: 404:PALISADE Digital Signature Extensions 7: 394:(official stable release repository) 53:University of California, San Diego 313:Post-quantum public-key encryption 37:New Jersey Institute of Technology 14: 649:Halevi S., Polyakov Y., Shoup V. 269:and commercial entities such as 1049:Free software programmed in C++ 866:D. Micciancio and Y. Polyakov. 558:from the original on 2019-11-02 529:from the original on 2019-04-03 500:from the original on 2019-11-16 475:from the original on 2019-12-04 88:1.11.7 / April 30, 2022 1044:Software using the BSD license 362:for BGV, BFV, and CKKS schemes 1: 1039:Free and open-source software 353:Multiparty extensions of FHE 110:1.11.2 / May 26, 2021 916:10.1007/978-3-642-29011-4_29 851:10.1007/978-3-662-46800-5_24 760:10.1007/978-3-030-10970-7_16 737:10.1007/978-3-319-70694-8_15 713:10.1007/978-3-642-32009-5_49 424:(official WebAssembly port) 1065: 818:Cryptology ePrint Archive 673:Cryptology ePrint Archive 603:Cryptology ePrint Archive 370:Identity-based encryption 125: 77: 45:Raytheon BBN Technologies 21: 416:JavaScript / WebAssembly 398:PALISADE Preview Release 277:who raised funding in a 991:10.1145/2414456.2414464 437:(official Python demos) 392:PALISADE Stable Release 1034:Cryptographic software 1029:Homomorphic encryption 319:homomorphic encryption 219:homomorphic encryption 55:and other contributors 112:; 3 years ago 90:; 2 years ago 65:; 7 years ago 422:PALISADE WebAssembly 275:Duality Technologies 271:Duality Technologies 41:Duality Technologies 360:Proxy re-encryption 18: 795:Han K. and Ki D.. 263:United States Navy 63:July 15, 2017 925:978-3-642-29010-7 367:Digital signature 205: 204: 166:Microsoft Windows 143:/palisade-release 1056: 1013: 1012: 974: 968: 958: 949: 948: 936: 930: 929: 899: 893: 892: 890: 888: 877: 871: 864: 855: 854: 837: 828: 822: 821: 809: 803: 793: 787: 780: 774: 773: 771: 747: 741: 740: 724: 718: 717: 715: 699: 693: 683: 677: 676: 664: 658: 647: 641: 630: 624: 613: 607: 606: 594: 588: 587: 585: 583: 573: 567: 566: 564: 563: 544: 538: 537: 535: 534: 515: 509: 508: 506: 505: 490: 484: 483: 481: 480: 465: 267:Sloan Foundation 201: 198: 145: 142: 140: 138: 120: 118: 113: 98: 96: 91: 73: 71: 66: 26: 19: 1064: 1063: 1059: 1058: 1057: 1055: 1054: 1053: 1019: 1018: 1017: 1016: 1001: 976: 975: 971: 959: 952: 938: 937: 933: 926: 901: 900: 896: 886: 884: 879: 878: 874: 865: 858: 835: 830: 829: 825: 811: 810: 806: 794: 790: 781: 777: 749: 748: 744: 726: 725: 721: 701: 700: 696: 684: 680: 666: 665: 661: 648: 644: 631: 627: 614: 610: 596: 595: 591: 581: 579: 575: 574: 570: 561: 559: 546: 545: 541: 532: 530: 517: 516: 512: 503: 501: 492: 491: 487: 478: 476: 467: 466: 462: 457: 444: 431: 418: 388: 380: 306: 300:bootstrapping. 227: 197:palisade-crypto 195: 135: 121: 116: 114: 111: 105:Preview release 99: 94: 92: 89: 69: 67: 64: 60:Initial release 12: 11: 5: 1062: 1060: 1052: 1051: 1046: 1041: 1036: 1031: 1021: 1020: 1015: 1014: 999: 985:. p. 16. 969: 950: 931: 924: 894: 872: 856: 823: 804: 788: 775: 742: 719: 694: 678: 659: 642: 625: 615:Z. Brakerski. 608: 589: 568: 554:. 2019-10-30. 539: 510: 485: 459: 458: 456: 453: 452: 451: 450:(FreeBSD port) 443: 440: 439: 438: 430: 427: 426: 425: 417: 414: 413: 412: 406: 401: 395: 387: 384: 379: 376: 375: 374: 371: 368: 365: 364: 363: 357: 351: 350: 349: 346: 343: 336: 329: 315: 305: 302: 283:Series A round 226: 223: 215:cross platform 203: 202: 193: 189: 188: 183: 177: 176: 163: 157: 156: 151: 147: 146: 133: 127: 126: 123: 122: 109: 107: 101: 100: 87: 85: 83:Stable release 79: 78: 75: 74: 61: 57: 56: 34: 28: 27: 13: 10: 9: 6: 4: 3: 2: 1061: 1050: 1047: 1045: 1042: 1040: 1037: 1035: 1032: 1030: 1027: 1026: 1024: 1010: 1006: 1002: 1000:9781450316484 996: 992: 988: 984: 980: 973: 970: 967: 963: 957: 955: 951: 946: 942: 935: 932: 927: 921: 917: 913: 909: 905: 898: 895: 883: 876: 873: 869: 863: 861: 857: 852: 848: 844: 842: 834: 827: 824: 819: 815: 808: 805: 802: 798: 792: 789: 785: 779: 776: 770: 765: 761: 757: 753: 746: 743: 738: 734: 730: 723: 720: 714: 709: 705: 698: 695: 692: 688: 682: 679: 674: 670: 663: 660: 656: 652: 646: 643: 639: 635: 629: 626: 622: 618: 612: 609: 604: 600: 593: 590: 578: 572: 569: 557: 553: 549: 543: 540: 528: 524: 520: 514: 511: 499: 495: 489: 486: 474: 470: 464: 461: 454: 449: 446: 445: 441: 436: 433: 432: 428: 423: 420: 419: 415: 410: 407: 405: 402: 399: 396: 393: 390: 389: 385: 383: 377: 372: 369: 366: 361: 358: 355: 354: 352: 347: 344: 342:optimizations 341: 337: 335:optimizations 334: 330: 328:optimizations 327: 323: 322: 320: 316: 314: 311: 310: 309: 303: 301: 299: 295: 290: 288: 287:Intel Capital 284: 280: 276: 272: 268: 264: 260: 256: 252: 248: 244: 240: 235: 232: 224: 222: 220: 216: 213: 209: 200: 194: 190: 187: 184: 182: 178: 175: 171: 167: 164: 162: 158: 155: 152: 148: 144: 134: 132: 128: 124: 108: 106: 102: 86: 84: 80: 76: 62: 58: 54: 50: 46: 42: 38: 35: 33: 29: 25: 20: 982: 972: 965: 944: 934: 907: 897: 885:. 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Retrieved 463: 435:Python Demos 381: 378:Availability 307: 291: 281:and a later 236: 228: 207: 206: 186:BSD 2-Clause 32:Developer(s) 887:31 December 801:CT-RSA 2020 655:CT-RSA 2019 621:CRYPTO 2012 552:VentureBeat 212:open-source 1023:Categories 657:(Springer) 640:(Springer) 623:(Springer) 582:4 December 562:2019-11-21 533:2019-11-21 504:2019-11-21 479:2019-12-11 455:References 279:Seed round 245:programs, 150:Written in 131:Repository 117:2021-05-26 95:2022-04-30 70:2017-07-15 966:STOC 2008 841:Oswald E. 691:ITCS 2012 221:schemes. 141:/palisade 1009:15973033 638:SAC 2016 556:Archived 527:Archived 498:Archived 473:Archived 448:PALISADE 304:Features 292:In 2022 208:PALISADE 161:Platform 17:PALISADE 769:8048025 523:Fortune 442:FreeBSD 294:OpenFHE 285:led by 225:History 192:Website 181:License 115: ( 93: ( 68: ( 1007:  997:  922:  870:, 2020 786:, 2019 766:  429:Python 321:(FHE) 317:Fully 265:, the 261:, the 249:, the 210:is an 137:gitlab 1005:S2CID 964:, In 836:(PDF) 799:, In 689:, In 653:, In 636:, In 619:, In 247:IARPA 243:DARPA 239:DARPA 231:DARPA 174:Linux 170:MacOS 995:ISBN 920:ISBN 889:2016 584:2019 298:CKKS 199:.org 139:.com 987:doi 912:doi 847:doi 764:PMC 756:doi 733:doi 708:doi 386:C++ 340:RNS 333:RNS 326:RNS 259:ONR 255:NIH 251:NSA 154:C++ 49:MIT 1025:: 1003:. 993:. 981:. 953:^ 943:. 918:. 906:. 859:^ 838:. 816:. 762:. 671:. 601:. 550:. 525:. 521:. 496:. 471:. 289:. 257:, 253:, 172:, 168:, 51:, 47:, 43:, 39:, 1011:. 989:: 947:. 928:. 914:: 891:. 853:. 849:: 820:. 772:. 758:: 739:. 735:: 716:. 710:: 675:. 605:. 586:. 565:. 536:. 507:. 482:. 119:) 97:) 72:)

Index

Example code from the PALISADE homomorphic encryption library
Developer(s)
New Jersey Institute of Technology
Duality Technologies
Raytheon BBN Technologies
MIT
University of California, San Diego
Stable release
Preview release
Repository
gitlab.com/palisade/palisade-release
C++
Platform
Microsoft Windows
MacOS
Linux
License
BSD 2-Clause
palisade-crypto.org
open-source
cross platform
homomorphic encryption
DARPA
DARPA
DARPA
IARPA
NSA
NIH
ONR
United States Navy

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