Neural Network Training on Encrypted Data with TFHE

Autor: Montero, Luis, Frery, Jordan, Kherfallah, Celia, Bredehoft, Roman, Stoian, Andrei

We present an approach to outsourcing of training neural networks while preserving data confidentiality from malicious parties. We use fully homomorphic encryption to build a unified training approach that works on encrypted data and learns quantized

Externí odkaz: http://arxiv.org/abs/2401.16136

Deep Neural Networks for Encrypted Inference with TFHE

Autor: Stoian, Andrei, Frery, Jordan, Bredehoft, Roman, Montero, Luis, Kherfallah, Celia, Chevallier-Mames, Benoit

Fully homomorphic encryption (FHE) is an encryption method that allows to perform computation on encrypted data, without decryption. FHE preserves the privacy of the users of online services that handle sensitive data, such as health data, biometrics

Externí odkaz: http://arxiv.org/abs/2302.10906

Assessing microbial risks of Escherichia coli: A spatial and temporal study of virulence and resistance genes in surface water in resource-limited regions

Autor: Morales-Mora, Eric, Rivera-Montero, Luis, Montiel-Mora, José R., Barrantes-Jiménez, Kenia, Chacón-Jiménez, Luz

Publikováno v: In Science of the Total Environment 1 January 2025 958

Risk loci involved in giant cell arteritis susceptibility: a genome-wide association study

Autor: Callejas, José Luis, Caminal-Montero, Luis, Corbera-Bellalta, Marc, de Miguel, Eugenio, Díaz-López, J. Bernardino, García-Villanueva, María Jesús, Gómez-Vaquero, Carmen, Guijarro-Rojas, Mercedes, Hidalgo-Conde, Ana, Marí-Alfonso, Begoña, Martínez-Berriochoa, Agustín, Morado, Inmaculada C., Narváez, Javier, Ramentol-Sintas, Marc, Martínez-Zapico, Aleida, Martínez-Taboada, Víctor Manuel, Miranda-Filloy, José A., Monfort, Jordi, Pérez-Conesa, Mercedes, Prieto-González, Sergio, Raya, Enrique, Ríos-Fenández, Raquel, Sánchez-Martín, Julio, Sopeña, Bernardo, Tío, Laura, Unzurrunzaga, Ainhoa, Wordsworth, Oliver, Whitwell, Isobel, Brock, Jessica, Douglas, Victoria, Hettiarachchi, Chamila, Bartholomew, Jacqui, Jarrett, Stephen, Smithson, Gayle, Green, Michael, Brown, Pearl Clark, Lawson, Cathy, Gordon, Esther, Lane, Suzanne, Francis, Rebecca, Dasgupta, Bhaskar, Masunda, Bridgett, Calver, Jo, Patel, Yusuf, Thompson, Charlotte, Gregory, Louise, Levy, Sarah, Menon, Ajit, Thompson, Amy, Dyche, Lisa, Martin, Michael, Li, Charles, Laxminarayan, Ramasharan, Wilcox, Louise, de Guzman, Ralph, Isaacs, John, Lorenzi, Alice, Farley, Ross, Hinchcliffe-Hume, Helain, Bejarano, Victoria, Hope, Susan, Nandi, Pradip, Stockham, Lynne, Wilde, Catherine, Durrant, Donna, Lloyd, Mark, Ye, Chee-Seng, Stevens, Rob, Jilani, Amjad, Collins, David, Pegler, Suzannah, Rivett, Ali, Price, Liz, McHugh, Neil, Skeoch, Sarah, O'Kane, Diana, Kirkwood, Sue, Vadivelu, Saravanan, Pugmire, Susan, Sultan, Shabina, Dooks, Emma, Armstrong, Lisa, Sadik, Hala, Nandagudi, Anupama, Abioye, Tolu, Ramos, Angelo, Gumus, Steph, Sofat, Nidhi, Harrison, Abiola, Seward, Abi, Mollan, Susan, Rahan, Ray, Hawkins, Helen, Emsley, Hedley, Bhargava, Anna, Fleming, Vicki, Hare, Marianne, Raj, Sonia, George, Emmanuel, Allen, Nicola, Hunter, Karl, O'Sullivan, Eoin, Bird, Georgina, Magliano, Malgorzata, Manzo, Katarina, Sanghera, Bobbie, Hutchinson, David, Hammonds, Fiona, Sharma, Poonam, Cooper, Richard, McLintock, Graeme, Al-Saffar, Zaid S., Green, Mike, Elliott, Kerry, Neale, Tania, Mallinson, Janine, Lanyon, Peter, Pradere, Marie-Josephe, Jordan, Natasha, Htut, Ei Phyu, Mushapaidzi, Thelma, Abercrombie, Donna, Wright, Sam, Rowlands, Jane, Mukhtyar, Chetan, Kennedy, James, Makkuni, Damodar, Wilhelmsen, Elva, Kouroupis, Michael, John, Lily, Hughes, Rod, Walsh, Margaret, Buckley, Marie, Mackay, Kirsten, Camden-Woodley, Tracey, Redome, Joan, Pearce, Kirsty, Marianayagam, Thiraupathy, Cruz, Carina, Warner, Elizabeth, Atchia, Ishmael, Walker, Claire, Black, Karen, Duffy, Stacey, Fothergill, Lynda, Jefferey, Rebecca, Toomey, Jackie, Rhys-Dillon, Ceril, Pothecary, Carla, Green, Lauren, Toms, Tracey, Maher, Linda, Davis, Diana, Sayan, Amrinder, Thankachen, Mini, Abusalameh, Mahdi, Record, Jessica, Khan, Asad, Stafford, Sam, Hussein, Azza, Williams, Clare, Fletcher, Alison, Johson, Laura, Burnett, Richard, Moots, Robert, Frankland, Helen, Dale, James, Moar, Kirsten, Hollas, Carol, Parker, Ben, Ridings, Derek, Eapen, Sandhya, John, Sindhu, Robson, Jo, Guthrie, Lucy Belle, Fyfe, Rose, Tait, Moira, Marks, Jonathan, Gunter, Emma, Hernandez, Rochelle, Bhat, Smita, Johnston, Paul, Khurshid, Muhammad, Barclay, Charlotte, Kapur, Deepti, Jeffrey, Helen, Hughes, Anna, Slack, Lauren, Thomas, Eleri, Royon, Anna, Hall, Angela, King, Jon, Nyathi, Sindi, Morris, Vanessa, Castelino, Madhura, Hawkins, Ellie, Tomson, Linda, Singh, Animesh, Nunag, Annalyn, O'Connor, Stella, Rushby, Nathan, Hewitson, Nicola, O'Sunmboye, Kenny, Lewszuk, Adam, Boyles, Louise, Perry, Martin, Williams, Emma, Graver, Christine, Defever, Emmanuel, Kamanth, Sanjeet, Kay, Dominic, Ogor, Joe, Winter, Louise, Horton, Sarah, Welch, Gillian, Hollinshead, Kath, Peters, James, Labao, Julius, Dmello, Andrea, Dawson, Julie, Graham, Denise, De Lord, Denise, Deery, Jo, Hazelton, Tracy, Carette, Simon, Chung, Sharon, Cuthbertson, David, Forbess, Lindsy J., Gewurz-Singer, Ora, Hoffman, Gary S., Koening, Curry L., Maksimowicz-McKinnon, Kathleen M., McAlear, Carol A., Moreland, Larry W., Pagnoux, Christian, Seo, Philip, Specks, Ulrich, Spiera, Robert F., Sreih, Antoine, Warrington, Kenneth J., Monach, Paul A., Weisman, Michael, Borrego-Yaniz, Gonzalo, Ortiz-Fernández, Lourdes, Madrid-Paredes, Adela, Kerick, Martin, Hernández-Rodríguez, José, Mackie, Sarah L, Vaglio, Augusto, Castañeda, Santos, Solans, Roser, Mestre-Torres, Jaume, Khalidi, Nader, Langford, Carol A, Ytterberg, Steven, Beretta, Lorenzo, Govoni, Marcello, Emmi, Giacomo, Cimmino, Marco A, Witte, Torsten, Neumann, Thomas, Holle, Julia, Schönau, Verena, Pugnet, Gregory, Papo, Thomas, Haroche, Julien, Mahr, Alfred, Mouthon, Luc, Molberg, Øyvind, Diamantopoulos, Andreas P, Voskuyl, Alexandre, Daikeler, Thomas, Berger, Christoph T, Molloy, Eamonn S, Blockmans, Daniel, van Sleen, Yannick, Iles, Mark, Sorensen, Louise, Luqmani, Raashid, Reynolds, Gary, Bukhari, Marwan, Bhagat, Shweta, Ortego-Centeno, Norberto, Brouwer, Elisabeth, Lamprecht, Peter, Klapa, Sebastian, Salvarani, Carlo, Merkel, Peter A, Cid, María C, González-Gay, Miguel A, Morgan, Ann W ^†, Martin, Javier ^†, Márquez, Ana ^{†, *}

Publikováno v: In The Lancet Rheumatology June 2024 6(6):e374-e383

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