A 64-core mixed-signal in-memory compute chip based on phase-change memory for deep neural network inference

Autor: Gallo, Manuel Le, Khaddam-Aljameh, Riduan, Stanisavljevic, Milos, Vasilopoulos, Athanasios, Kersting, Benedikt, Dazzi, Martino, Karunaratne, Geethan, Braendli, Matthias, Singh, Abhairaj, Mueller, Silvia M., Buechel, Julian, Timoneda, Xavier, Joshi, Vinay, Egger, Urs, Garofalo, Angelo, Petropoulos, Anastasios, Antonakopoulos, Theodore, Brew, Kevin, Choi, Samuel, Ok, Injo, Philip, Timothy, Chan, Victor, Silvestre, Claire, Ahsan, Ishtiaq, Saulnier, Nicole, Narayanan, Vijay, Francese, Pier Andrea, Eleftheriou, Evangelos, Sebastian, Abu

Publikováno v: Nature Electronics 6, 680-693 (2023)

The need to repeatedly shuttle around synaptic weight values from memory to processing units has been a key source of energy inefficiency associated with hardware implementation of artificial neural networks. Analog in-memory computing (AIMC) with sp

Externí odkaz: http://arxiv.org/abs/2212.02872

Benefits of eculizumab in AQP4+ neuromyelitis optica spectrum disorder: Subgroup analyses of the randomized controlled phase 3 PREVENT trial

Autor: Muñoz, Daniel Julio, Amor, Jorge David, Bocchiardo, Carolina, Danielle, Julieta Iourno, Laffue, Alfredo, Obregon, Carolina Daniela Diaz, Paez, Maria Fernanda, Perez, Roberto Martin, Rocchi, Viviana Ana Maria, Teijeiro, Loreley Deborah, Gómez, Jesica, Villa, Andres Maria, Aguirre, Florencia, Fernández, Victoria Carla, Goicoechea, Ramon F., Melamud, Luciana, Stillman, Ana, de Virgiliis, Mariana, Cassara, Fatima Pagani, Cordoba, Marta, Gutierrez, Maria Teresa, Ingolotti, Mariana, Larripa, Natalia, Lupinacci, Anahi, Arroyo, Josefina, Romano, Alejandra, Torres, Mariana Foa, Ballario, Carlos Héctor, Chiesa, Ana Elisa, Gómez, Hernán Gustavo, Lattini, Hernán Gabriel, Mainella, Carolina Natalia, Bolner, Gisel Edith, Eschoyez, María Soledad, Broadley, Simon Andrew, Heshmat, Saman, Sabet, Arman, Swayne, Andrew, Freeman, Susan, Sanchez, Sofia Jimenez, Shuey, Neil, Dalic, Linda, French, Ann, Kuma, Guru, Laing, Joshua, Law, Lai Yin, MacIntyre, Jennifer, Neal, Andrew, Plummer, Christopher, Ramachandran, Prashanth, Sedal, Leslie, Wilson, Ian, Winkel, Antony, Zhang, Wenwen, Chen, Tina, Watts, Rani, Barnett, Michael, Barton, Joshua, Beadnall, Heidi, Garber, Justin, Hardy, Todd Andrew, Trewin, Benjamin, Taha, Marinda, Walters, Deleni, Sieger, Federico Arturo Silva, Alfonso, Nhora Patricia Ruiz, Camacho, Anna Maria Pinzon, Moreno, Alexander Pabón, Prad, Jorge Armando Castellanos, Rueda, Adriana Paola Duarte, Castillo, Tatiana, Gonzalez, Karol Melissa Castillo, Pico, Martha Yolanda Moreno, Castill, Judith, Habek, Mario, Adamec, Ivan, Barun, Barbara, Crnosija, Luka, Gabelic, Tereza, Nytrova, Petra, Krasulova, Eva, Pavlickova, Jana, Tyblova, Michaela, Zubkova, Jana, Petersen, Thor, Dale, Gro Helen, Rasmussen, Peter Vestergaard, Stilund, Morten, Svendsen, Kristina Bacher, Brandt, Vivi, Collongues, Nicolas, Fleury, Marie-Celine, Kremer, Laurent, Bendele, Sandrine, Neff, Valérie, Diem, Ricarda, Platten, Michael, Berberich, Anne, Jansen, Jonabelle, Jaschoneck, Hannah, Wildemann, Brigitte, Aures, Ursula, Brandenburger, Tanja, Haut, Tanja, Fernández, Maria-Lourdes Treceno, Aly, Lilian, Brinkhoff, Kirsten, Buck, Dorothea, Golkowski, Daniel, Hermisson, Mirjam, Hoshi, Muna-Miriam, Kaminski, Miriam, Kowarik, Markus Christian, Kronsbein, Helena, Lehmann-Horn, Klaus, Pongratz, Viola Maria, Schweiker, Andreas, Leddy, Lisa-Ann, Mueller, Silvia, Obergfell, Kim, Wanka, Marion, Zettl, Uwe Klaus, Klinke, Jan, Loebermann, Micha, Meister, Stefanie, Rimmele, Florian, Winkelmann, Alexander, Schroeder, Ina, Lau, Alexander Yuk-Lun, Au, Lisa Wing-Chi, Fan, Florence Sin-Ying, Ip, Vincent Hing-Lung, Ma, Karen Ka-Yan, Ma, Sze-Ho, Mok, Vincent Chung-Tong, Au, Cheryl Chung-Kwan, Kwan, Pauline Wing-Lam, Patti, Francesco, Caramma, Andrea Salvatore, Chisari, Clara Grazia, Fermo, Salvatore Lo, Messina, Silvia, Projetto, Maria, Caserta, Cinzia, Filla, Alessandro, Costabile, Teresa, Pane, Chiara, Sacca, Francesco, Marsili, Angela, Puorro, Giorgia, Bergamaschi, Roberto, Berra, Eliana, Mallucci, Giulia, Fattore, Cinzia, Gasperini, Claudio, Galgani, Simonetta, Haggiag, Shalom, Ruggieri, Serena, Vento, Claudio, Quartuccio, Esmeralda Maria, Pozzilli, Carlo, Barletta, Valeria Teresa, Borriello, Giovanna, De Giglio, Laura, Marinelli, Fabiana, Tasillo, Miriam, Amadori, Alessandra, Fischetti, Mariano, Gurreri, Flavia, Mori, Masahiro, Masuda, Hiroki, Ohtani, Ryohei, Sekiguchi, Yukari, Uchida, Tomohiko, Uzawa, Akiyuki, Ito, Hiromi, Kabasawa, Emi, Kaneko, Yoko, Matsushita, Takuya, Matsuse, Dai, Murai, Hiroyuki, Hayashi, Shintaro, Masak, Katsuhisa, Ogata, Hidenori, Shinoda, Koji, Uehara, Taira, Watanabe, Mitsuru, Yamaguchi, Hiroo, Yamasaki, Ryo, Yonekawa, Tomomi, Jingu, Maki, Nagano, Makiko, Nakamura, Yumiko, Sano, Yoshiko, Araki, Manabu, Lin, Youwei, Mori, Madoka, Mukai, Yohei, Sano, Terunori, Sato, Wakiro, Gogun, Naoya, Maeda, Yuriko, Nishimoto, Asami, Tsukamoto, Sachiko, Yanagi, Ritsuko, Saida, Takahiko, Nakamura, Shinichi, Nasu, Tetsuya, Saida, Kyoko, Shikata, Yuko, Kodani, Yoshimi, Saeki, Megumi, Sawada, Yukako, Yoshikawa, Hiroo, Kimura, Takashi, Nishi, Masamitsu, Sakamoto, Shun, Ukon, Shinichiro, Watanabe, Shohei, Ebisuya, Saori, Kimura, Nami, Matsuura, Manami, Morisaki, Yukie, Muroi, Yoshiko, Onishi, Kuniko, Oshima, Ikuko, Washino, Yuki, Yamashita, Tomomi, Misu, Tatsuro, Kaneko, Kimihiko, Kato, Masaaki, Kuroda, Hiroshi, Kurosawa, Kazuhiro, Nishiyama, Shuhei, Ono, Hirohiko, Takai, Yoshiki, Abe, Keiko, Hoshi, Hitomi, Jinushi, Mari, Oyama, Azusa, Sakuma, Motonari, Sawada, Yuko, Ishibashi, Satoru, Yokota, Takanori, Nishida, Yoichiro, Ozaki, Kokoro, Sanjo, Nobuo, Sato, Nozomu, Denno, Fuki, Hiraki, Haruko, Matsubara, Yumi, Kanda, Takashi, Abe, Masaaki, Honda, Masaya, Kawai, Motoharu, Koga, Michiaki, Maeda, Toshihiko, Ogasawara, Junichi, Omoto, Masatoshi, Sano, Yasuteru, Sato, Ryota, Shimizu, Fumitaka, Arima, Hideki, Fukui, Sachie, Ishikawa, Yoshiko, Koyama, Tomoko, Shimose, Shigemi, Shinozaki, Hirokazu, Watanabe, Masanori, Yasuda, Sachi, Yoshiwaka, Chieko, Adenan, Suffian, Aris, Mohd Azman M, Mawardi, Ahmad Shahir bin, Adnan, Muhammad Al Hafiz, Munusamy, Nanthini, Razali, Siti Nur Omaira, Somasundram, Punitha, Hyun, Jae Won, Jeong, In Hye, Kim, Su-Hyun, Shin, Hyun-June, Yoo, Ji Sung, Jang, HyunMin, Joung, AeRan, Kim, Byung-Jo, Baek, Seol-Hee, Kim, Jung Bin, Kim, Yoo Hwan, Koo, Yong Seo, Lee, Chan Nyoung, Seok, Hung Youl, Hwang, Jinhee, Kim, Sung Min, Ahn, So Hyun, Choi, Kyomin, Choi, Seok-Jin, Kim, Jun-Soon, Kwon, Young Nam, Shin, Je-Young, Kwon, Hyeonju, Kim, Byoung Joon, Cho, Eun Bin, Cho, Hye-Jin, Choi, Misong, Kim, DongSun, Kim, Ju Hyeon, Ki, SeungJu, Lee, Hye Lim, Lee, Kwang-Ho, Min, Ju-Hong, Park, Ji-Hyung, Seok, Jinmyoung, Choi, Eunhwa, Park, Sang Ae, Kim, Seung Min, Jeong, Ha-Neul, Jeongbin, Bong, Jung, Jin Woo, Kim, Seung Woo, Kim, Yool-hee, Lee, Hyung Seok, Shin, Ha Young, Jung, Yeon, Kim, Min Jung, Lee, Nou Ri, Shin, MiJu, Khabirov, Farit A, Averyanova, Lyudmila, Babicheva, Natalya, Granatov, Eugenii, Kazarov, Sergey, Khaybullin, Timur, Rogozhin, Alexander, Pokhabov, Dmitry V, Abramov, Vladislav, Amelina, Anastasia, Nesteroca, Yulia, Bozhenkina, Tatyana, Boyko, Aleksey N, Demyan, Elena G, Khoroshilova, Inessa, Melnikov, Mikhail, Popova, Ekaterina V, Sharanova, Svetlana N, Shchur, Sergey G, Sazonov, Denis V, Babenko, Larisa, Bayandina, Elena, Yarmoschuk, Asya, Baliazin, Victor A, Baliazina, Elena, Budaeva, Elena, Chernikova, Irina, Goncharova, Zoya, Krasnov, Vladimir, Myatleva, Marina, Rodionova, Olga V., Samulyzhko, Iuliana, Timofeeva, Alla A., Duran, Sabas Boyero, Bilbao, Maria Mar Mendibe, Cuervo, Irene Diaz, Domingo, Jose Maria Losada, Eizaguirre, Amaia Gonzalez, Llona, Jose Eulalio Barcena, Moyano, Roberto Valverde, Bahamonde, Carmen, Lopez, Fernando Sanchez, Morales, Raquel Pinar, Morales, Eduardo Agüera, Roman, Carmen Bahamonde, Sepulveda, Juan Jose Ochoa, Valero, Maria del Carmen Blanco, Viña, Nazaret Pelaez, Gavilan, Cristina Conde, Sanchez, Ana Maria Jover, Bedmar, Sara Vila, Garcia, Nuria Gonzalez, Garcia, Aida Orviz, Gonzalez-Suarez, Ines, Guillamon, Elena Miñano, Kawiorski, Miguel, Schulz, Elena Guerra, Alonso, Alba Garcia, Perez, Francisco Jesus Lopez, Sarmiento, Marta Palacios, Ayuso, Guillermo Izquierdo, Mascarell, Guillermo Navarro, Camino, Cristina Paramo, Garcia, Asuncion Varas, Mendoza, Yaiza Montserrat, Muñoz, Veronica Ines Vargas, Tonda, Patricia Torres, Tsai, Ching-Piao, Yin, Jiu-Haw, Chen, Mei-Jung, Li, Shan-Ni, Wang, Fei-Ti, Srisuwannanukorn, Suwat, Boonmongkol, Thanatat, Borisutbuathip, Duangporn, Singwicha, Duangkamol, Siritanan, Krittika, Thearapati, Chidchanoke, Sornda, Kwanmuang, Apiwattanakul, Metha, Aungsumart, Saharat, Suanprasert, Narupat, Suksuchano, Kaona, Parkinsee, Nittaya, Kulkantrakorn, Kongkiat, Lolekha, Praween, Potigumjon, Artit, Sukphulloprat, Puchit, Suksasunee, Dararat, Komaratat, Chankawee, Luangtong, Sunattana, Arayawichanont, Arkhom, Konpan, Phanpaphon, Riablershirun, Nathapol, Wiroteurairuang, Thaddao, Jantaweesirirat, Panadda, Kurne, Aslı, Erkent, Irem, Kurt, Ebru Bekircan, Saylam, Ezgi, Caliskan, Yagmur, Orsel, Gulsah, Celik, Yahya, Celebi, Canan, Tekatas, Aslan, Banbal, Tugce, Demir, Gulsen Akman, Altunrende, Burcu, Matur, Zeliha, Topcular, Baris, Elmas, Tules, Gulo, Aysenur, Ozdemir, Selin, Ozkoklesen, Cansu, Ozturk, Mahinur, Yanik, Mertkan, Yildirim, Elif, Tutuncu, Melih, Altintas, Ayse, Cam, Abdulsamet, Elmali, Ayse Deniz, Saip, Sabahattin, Siva, Aksel, Tanrıverdi, Uygur, Uygunoglu, Ugur, Caliskan, Sinem, Gulo, Pinar, Kozig, Esra, Sakiz, Sakine, Sengun, Ihsan Sukru, Idiman, Egemen, Ala, Rahmi Tumay, Arslan, Duygu, Bulut, Utku, Karakaptan, Yasemin, Kaya, Derya, Mehdiyev, Zaur, Balkan, Bengu, Kuku, Berfu, Ozhun, Mujgan, Tuga, Celal, Ugur, Muzeyyen, Efendi, Husnu, Bunul, Sena Destan, Cavus, Hakan, Gorke, Yunus Emre, Kutlu, Ayse, Ozturk, Seda, Sarikaya, Cansu Egilmez, Becerikli, Gulsah, Semiz, Cansu, Tun, Ozlem, Ayer, Sehriban, Onar, Musa Kazim, Ozberk, Mehlika Berra, Sen, Sedat, Cavdar, Tugce Kirbas, Veske, Adife, Boz, Cavit, Altiparmak, Didem, Aydin, Cigdem Ozen, Gazioglu, Sibel, Bekircan, Duygu, Jacob, Anu, Arndt, Heike, Elsone, Liene, Hamid, Shahd Hassan Mahmoud, Whittam, Daniel Hugh, Wilson, Martin, O'Brien, Imelda, Leite, Maria Isabel da Silva, Cruz, Pedro Maria Rodriguez, Jenkins, Damian Robert, Tackley, George, Cavey, Ana, Everett, Rosie, Hodder, Joy, Koelewyn, Abigail, Mowry, Ellen, Royal, Walter, III, Shin, Robert, Bever, Christopher, Jr, Harrison, Daniel, Rus, Horea, Zheng, Wei, Callison, Karen, Naunton, Kerry, Frishberg, Benjamin M, Blumenfeld, Andrew M, Inocelda, Andrew, Korabathina, Kalyani, Lobatz, Michael, Mortin, Melissa M, Oh, Irene J, Rosenberg, Jay H, Sadoff, Mark, Sahagian, Gregory A, Wang, Anchi, Camberos, Yasmin, Sanchez, Guadalupe, Soto, Estela, Nicholas, Jacqueline A, Boster, Aaron, Eubank, Geoffrey, Groezinger, Katy, Lauf, Meghan, Okai, Annette F, Hasan, Rashedul, Khoury, Chaouki, Stokes, Victoria, Clardy, Stacey, Cortez, Melissa, Greenlee, John, Rose, John, Soldan, Mateo Paz, Emett, Amanda, Esquibel, Lawanda, Fagatele, Lilly, Wong, Ka-Ho, Stevens, James C, Banas, Thomas M, Bultemeyer, Marlene C, Haller, Andrea, Manalo, Natalie, Aeschliman, Keri, Kocks, Debi, Racke, Michael, Boster, Aaron Lee, Bowman, Michelle, Imitola, Jaime, Kisanuki, Yasushi, Green, Misty, Scarberry, Stephanie, Lynch, Sharon G, Anderson, Heather S, Gronseth, Gary S, Hammond, Nancy E, Jassam, Yasir N, Mittal, Manoj K, Nashatizadeh, Muhammed M, Levine, Nicholas, Schmidt, Lisa, Sibley, Jill, Whitley, Vonda, Winkley, James, Coleman, Timothy, Cooper, Gregory, Sheffield, Stephanie, Turner, Keri, Galloway, Dana, Tillett, Robert S, Jr, Ganesh, Geeta A, Plato, Brian M, Seifert, Tad D, Godwin, Diana, Lockridge, Deborah, Rammohan, Kottil W, Sheremata, William A, Delgado, Silvia, Gonzalez, Jose, Lizarraga, Alexis, Maldonado, Janice, Ortega, Melissa, Tornes, Leticia, Babcock, Yanet, Cailam, Osmara, Campos, Yesica, Couvertier, Irlisse, Daneri, Bettina, Deni, Jeremy, Hernandez, Jeffrey, Jaramillo, Tatiana, Morris, Tenita, Nobel, Daniel, Oliveira, Anjelis, Richardson, Reshma, Rodriguez, Gloria, Romero, Ana, Sandova, Carlos, Sawant, Ruta, Tueros, Lissett, Zetka, Eric S, Zheng, Chao, Jacobs, Daniel H, Easterling, Constance, Fairbank, Jennifer, Iyengar, Revathi, Klafter, Mark, Lindquist, Justin, Sadek, Ahmed H, Toro, Elizabeth Carmona, Verma, Navin, Castro, Brigith Patino, Sukhraj-Singh, Nadia, Berger, Joseph, Williamson, Eric, Chahin, Salim, Jacobs, Dina, Markowitz, Clyde, Dobbins, Jessica, Mace, Lauren, Martin, Maria, Pinckney, Ashley, Roberts, Amber, Zaydan, Islam, Mitchell, Galen W, Heyman, Rock A, Orie, Ryan L, Suski, Valerie R, Oddis, Kerry, Punjack, Darlene, Flanagan, Eoin, Gadoth, Avi, McKeon, Andrew, Tobin, W Oliver, Zekeridou, Anastasia, Dunlay, Katie, Sagen, Jessica, Carter, Jonathan L, Estephan, Bachir, Goodman, Brent P, Snyder, Charlene R Hoffman, Francone, Andrea, Galasky, Irene, Thomas, Martha, Repovic, Pavle, Bowen, James, Mayadev, Angeli, Qian, Peiqing, Courtney, Yuriko, Lennox, Lauren, Naismith, Robert Thomas, Cross, Anne Haney, Evans, Emily, Longbrake, Erin E, Orchard, Megan E, Wu, Gregory F, Heinrich, Linda, Sommers, Susan, Amjad, Faria, Mitchell, Erika, Mora, Carlos, Schreiber, Bethany, Tornatore, Carlo, Carlson, Alexis, McCarthy, Sacha, Oliver, Alexandria, Palace, Jacqueline, Wingerchuk, Dean M., Fujihara, Kazuo, Berthele, Achim, Oreja-Guevara, Celia, Kim, Ho Jin, Nakashima, Ichiro, Levy, Michael, Terzi, Murat, Totolyan, Natalia, Viswanathan, Shanthi, Wang, Kai-Chen, Pace, Amy, Yountz, Marcus, Miller, Larisa, Armstrong, Róisín, Pittock, Sean

Publikováno v: In Multiple Sclerosis and Related Disorders January 2021 47

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A 7-nm Four-Core Mixed-Precision AI Chip With 26.2-TFLOPS Hybrid-FP8 Training, 104.9-TOPS INT4 Inference, and Workload-Aware Throttling.

Autor: Lee, Sae Kyu, Agrawal, Ankur, Silberman, Joel, Ziegler, Matthew, Kang, Mingu, Venkataramani, Swagath, Cao, Nianzheng, Fleischer, Bruce, Guillorn, Michael, Cohen, Matthew, Mueller, Silvia M., Oh, Jinwook, Lutz, Martin, Jung, Jinwook, Koswatta, Siyu, Zhou, Ching, Zalani, Vidhi, Kar, Monodeep, Bonanno, James, Casatuta, Robert

Publikováno v: IEEE Journal of Solid-State Circuits; Jan2022, Vol. 57 Issue 1, p182-197, 16p