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1. Towards Practical Control of Singular Values of Convolutional Layers

Author

Senderovich, Alexandra, Bulatova, Ekaterina, Obukhov, Anton, and Rakhuba, Maxim

Subjects
Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition
Abstract

In general, convolutional neural networks (CNNs) are easy to train, but their essential properties, such as generalization error and adversarial robustness, are hard to control. Recent research demonstrated that singular values of convolutional layers significantly affect such elusive properties and offered several methods for controlling them. Nevertheless, these methods present an intractable computational challenge or resort to coarse approximations. In this paper, we offer a principled approach to alleviating constraints of the prior art at the expense of an insignificant reduction in layer expressivity. Our method is based on the tensor-train decomposition; it retains control over the actual singular values of convolutional mappings while providing structurally sparse and hardware-friendly representation. We demonstrate the improved properties of modern CNNs with our method and analyze its impact on the model performance, calibration, and adversarial robustness. The source code is available at: https://github.com/WhiteTeaDragon/practical_svd_conv, Comment: Published as a conference paper at NeurIPS 2022

Published
2022

3. Safety, efficacy, and tolerability of efgartigimod in patients with generalised myasthenia gravis (ADAPT): a multicentre, randomised, placebo-controlled, phase 3 trial

Author

De Bleecker, Jan L., De Koning, Kathy, De Mey, Katrien, De Pue, Annelien, Mercelis, Rudolf, Wyckmans, Maren, Vinck, Caroline, Wagemaekers, Linda, Baets, Jonathan, Ng, Eduardo, Shabanpour, Jafar, Daniyal, Lubna, Mannan, Shabber, Katzberg, Hans D., Genge, Angela, Siddiqi, Zaeem, Junkerová, Jana, Horakova, Jana, Reguliova, Katerina, Tyblova, Michaela, Jurajdova, Ivana, Novakova, Iveta, Jakubikova, Michala, Pitha, Jiri, Vohanka, Stanislav, Havelkova, Katerina, Horak, Tomas, Bednarik, Josef, Horakova, Mageda, Meisel, Andreas, Remstedt, Dike, Heibutzki, Claudia, Kohler, Siegfried, Gerischer, Lea, Hoffman, Sarah, Stascheit, Frauke, Vissing, John, Zafirakos, Lizzie, Khatri, Kuldeep Kumar, Autzen, Anne, Godtfeldt Stemmerik, Mads Peter, Andersen, Henning, Attarian, Shahram, Salort-Campana, Emmanuelle, Delmont, Emilien, Grapperon, Aude-Marie, Kouton, Ludivine, Tsiskaridze, Alexander, Rózsa, Csilla, Jakab, Gedeonne Margo, Toth, Szilvia, Szabo, Gyorgyi, Bors, David, Szabo, Eniko, Campanella, Angela, Vanoli, Fiammetta, Frangiamore, Rita, Antozzi, Carlo, Bonanno, Silvia, Maggi, Lorenzo, Giossi, Riccardo, Saccà, Francesco, Marsili, Angela, Pane, Chiara, Puorro, Giorgia, Reia, Antonio, Antonini, Giovanni, Alfieri, Girolamo, Morino, Stefania, Garibaldi, Matteo, Fionda, Laura, Leonardi, Luca, Konno, Shingo, Uzawa, Akiyuki, Sakuma, Kaoru, Watanabe, Chiho, Ozawa, Yukiko, Yasuda, Manato, Onishi, Yosuke, Samukawa, Makoto, Tsuda, Tomoko, Suzuki, Yasushi, Ishida, Sayaka, Watanabe, Genya, Takahashi, Masanori, Nakamura, Hiroko, Sugano, Erina, Kubota, Tomoya, Imai, Tomihiro, Suzuki., Mari, Mori, Ayako, Yamamoto, Daisuke, Ikeda, Kazuna, Hisahara, Shin, Masuda, Masayuki, Takaki, Miki, Minemoto, Kanako, Ido, Nobuhiro, Naito, Makiko, Okubo, Yoshihiko, Sugimoto, Takamichi, Takematsu, Yuka, Kamei, Ayumi, Shimizu, Mihiro, Naito, Hiroyuki, Nomura, Eiichi, Van Heur, Marjolein, Peters, Anne-Marie, Tannemaat, Martijn, Ruiter, Annabel, Keene, Kevin, Halas, Marek, Szczudlik, Andrzej, Pinkosz, Marta, Frasinska, Monika, Zwolinska, Grazyna, Kostera-Pruszczyk, Anna, Golenia, Aleksandra, Szczudlik, Piotr, Szczechowski, Lech, Pasko, Aneta, Poverennova, Irina, Urtaeva, Lubov, Kuznetsova, Nadezhda, Romanova, Tatiana, Nadezhda, Malkova, Lapochka, Elena, Korobko, Denis, Vergunova, Ilona, Melnikova, Anna, Bulatova, Ekaterina, Antipenko, Elena, Basta, Ivana, Bozovic, Ivo, Lavrnic, Dragana, Stojanovic, Vidosava Rakocevic, Beydoun, Said, Akhter, Salma, Malekniazi, Ali, Darki, Leila, Pimentel, Norianne, Cannon, Victoria, Chopra, Manisha, Traub, Rebecca, Mozaffar, Tahseen, Hernandez, Isela, Turner, Ivonne, Habib, Ali, Goyal, Namita, Kak, Manisha, Velasquez, Erik, Lam, Lucy, Suresh, Niraja, Farias, Jerrica, Jones, Sarah, Wagoner, Mary, Eggleston, Debbie, Bertorini, Tulio, Benzel, Cindy, Henegar, Robert, Pillai, Rekha, Bharavaju-Sanka, Ratna, Paiz, Carolyn, Jackson, Carlayne, Ruzhansky, Katherine, Dimitrova, Diana, Visser, Amy, Chahin, Nizar, Levine, Todd, Lisak, Robert, Jia, Kelly, Mada, Flicia, Bernitsas, Evanthia, Pasnoor, Mamatha, Roath, Katherine, Colgan, Samantha, Currence, Melissa, Heim, Andrew, Barohn, Richard, Dimachkie, Mazen, Statland, Jeffrey, Jawdat, Omar, Jabari, Duaa, Farmakidis, Constantine, Gilchrist, James, Li, Yuebing, Caristo, Irys, Hastings, Debbie, Morren, John Anthony, Weiss, Michael, Muppidi, Srikanth, Nguyen, Tia, Welsh, Lesly, So, Yuen, Goyal, Neelam, Pulley, Michael, Bailey, Cathy, Quraishi, Zubair, Berger, Alan, Sahagian, Gregory, Camberos, Yasmin, Frishberg, Benjamin, Howard, James F, Jr, Bril, Vera, Vu, Tuan, Karam, Chafic, Peric, Stojan, Margania, Temur, Murai, Hiroyuki, Bilinska, Malgorzata, Shakarishvili, Roman, Smilowski, Marek, Guglietta, Antonio, Ulrichts, Peter, Vangeneugden, Tony, Utsugisawa, Kimiaki, Verschuuren, Jan, and Mantegazza, Renato

Published
2021
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4. Enhancing Adrenaline Sensing with Lanthanum Cuprate: A Promising Approach for a Novel Sensor

Author

Korina, Elena, Karaberova, Arina, Bol’shakov, Oleg, Bulatova, Ekaterina, Golovin, Mikhail, Abramyan, Anton, Stanković, Dalibor M., Korina, Elena, Karaberova, Arina, Bol’shakov, Oleg, Bulatova, Ekaterina, Golovin, Mikhail, Abramyan, Anton, and Stanković, Dalibor M.

Abstract

Electrochemical sensing is an excellent analytical means with multiple applications. Most of the electrochemical developments are based on the novel electrochemically active substrates. A lot of them have been adopted from other fields of material science. Every new class of functional materials has impacted on the development of electroanalytical chemistry. In this view, lanthanide cuprates, a well recognized high temperature superconducting materials were considered for adrenaline sensing. Obtained from corresponding oxides, a highly crystalline La2CuO4 found to be a suitable substrate for analytical method development. It inherited sponge-like morphology common for the most of the previously reported lanthanum cuprates with narrow pore size distribution at 400–700 nm. Excellent charge mobility and low resistivity provided a carbon paste electrode with improved linearity range and low limit of detection. Repeatability and stability of the developed sensor were at satisfactory level. Sensor functionality was verified on the real samples with excellent recovery rates. With this work we suggest further development of electroanalytical methods with application of lanthanide cuprates.

Published
2024

5. Safety, efficacy, and tolerability of efgartigimod in patients with generalised myasthenia gravis (ADAPT): a multicentre, randomised, placebo-controlled, phase 3 trial

Author

Howard, James F, primary, Bril, Vera, additional, Vu, Tuan, additional, Karam, Chafic, additional, Peric, Stojan, additional, Margania, Temur, additional, Murai, Hiroyuki, additional, Bilinska, Malgorzata, additional, Shakarishvili, Roman, additional, Smilowski, Marek, additional, Guglietta, Antonio, additional, Ulrichts, Peter, additional, Vangeneugden, Tony, additional, Utsugisawa, Kimiaki, additional, Verschuuren, Jan, additional, Mantegazza, Renato, additional, De Bleecker, Jan L., additional, De Koning, Kathy, additional, De Mey, Katrien, additional, De Pue, Annelien, additional, Mercelis, Rudolf, additional, Wyckmans, Maren, additional, Vinck, Caroline, additional, Wagemaekers, Linda, additional, Baets, Jonathan, additional, Ng, Eduardo, additional, Shabanpour, Jafar, additional, Daniyal, Lubna, additional, Mannan, Shabber, additional, Katzberg, Hans D., additional, Genge, Angela, additional, Siddiqi, Zaeem, additional, Junkerová, Jana, additional, Horakova, Jana, additional, Reguliova, Katerina, additional, Tyblova, Michaela, additional, Jurajdova, Ivana, additional, Novakova, Iveta, additional, Jakubikova, Michala, additional, Pitha, Jiri, additional, Vohanka, Stanislav, additional, Havelkova, Katerina, additional, Horak, Tomas, additional, Bednarik, Josef, additional, Horakova, Mageda, additional, Meisel, Andreas, additional, Remstedt, Dike, additional, Heibutzki, Claudia, additional, Kohler, Siegfried, additional, Gerischer, Lea, additional, Hoffman, Sarah, additional, Stascheit, Frauke, additional, Vissing, John, additional, Zafirakos, Lizzie, additional, Khatri, Kuldeep Kumar, additional, Autzen, Anne, additional, Godtfeldt Stemmerik, Mads Peter, additional, Andersen, Henning, additional, Attarian, Shahram, additional, Salort-Campana, Emmanuelle, additional, Delmont, Emilien, additional, Grapperon, Aude-Marie, additional, Kouton, Ludivine, additional, Tsiskaridze, Alexander, additional, Rózsa, Csilla, additional, Jakab, Gedeonne Margo, additional, Toth, Szilvia, additional, Szabo, Gyorgyi, additional, Bors, David, additional, Szabo, Eniko, additional, Campanella, Angela, additional, Vanoli, Fiammetta, additional, Frangiamore, Rita, additional, Antozzi, Carlo, additional, Bonanno, Silvia, additional, Maggi, Lorenzo, additional, Giossi, Riccardo, additional, Saccà, Francesco, additional, Marsili, Angela, additional, Pane, Chiara, additional, Puorro, Giorgia, additional, Reia, Antonio, additional, Antonini, Giovanni, additional, Alfieri, Girolamo, additional, Morino, Stefania, additional, Garibaldi, Matteo, additional, Fionda, Laura, additional, Leonardi, Luca, additional, Konno, Shingo, additional, Uzawa, Akiyuki, additional, Sakuma, Kaoru, additional, Watanabe, Chiho, additional, Ozawa, Yukiko, additional, Yasuda, Manato, additional, Onishi, Yosuke, additional, Samukawa, Makoto, additional, Tsuda, Tomoko, additional, Suzuki, Yasushi, additional, Ishida, Sayaka, additional, Watanabe, Genya, additional, Takahashi, Masanori, additional, Nakamura, Hiroko, additional, Sugano, Erina, additional, Kubota, Tomoya, additional, Imai, Tomihiro, additional, Suzuki., Mari, additional, Mori, Ayako, additional, Yamamoto, Daisuke, additional, Ikeda, Kazuna, additional, Hisahara, Shin, additional, Masuda, Masayuki, additional, Takaki, Miki, additional, Minemoto, Kanako, additional, Ido, Nobuhiro, additional, Naito, Makiko, additional, Okubo, Yoshihiko, additional, Sugimoto, Takamichi, additional, Takematsu, Yuka, additional, Kamei, Ayumi, additional, Shimizu, Mihiro, additional, Naito, Hiroyuki, additional, Nomura, Eiichi, additional, Van Heur, Marjolein, additional, Peters, Anne-Marie, additional, Tannemaat, Martijn, additional, Ruiter, Annabel, additional, Keene, Kevin, additional, Halas, Marek, additional, Szczudlik, Andrzej, additional, Pinkosz, Marta, additional, Frasinska, Monika, additional, Zwolinska, Grazyna, additional, Kostera-Pruszczyk, Anna, additional, Golenia, Aleksandra, additional, Szczudlik, Piotr, additional, Szczechowski, Lech, additional, Pasko, Aneta, additional, Poverennova, Irina, additional, Urtaeva, Lubov, additional, Kuznetsova, Nadezhda, additional, Romanova, Tatiana, additional, Nadezhda, Malkova, additional, Lapochka, Elena, additional, Korobko, Denis, additional, Vergunova, Ilona, additional, Melnikova, Anna, additional, Bulatova, Ekaterina, additional, Antipenko, Elena, additional, Basta, Ivana, additional, Bozovic, Ivo, additional, Lavrnic, Dragana, additional, Stojanovic, Vidosava Rakocevic, additional, Beydoun, Said, additional, Akhter, Salma, additional, Malekniazi, Ali, additional, Darki, Leila, additional, Pimentel, Norianne, additional, Cannon, Victoria, additional, Chopra, Manisha, additional, Traub, Rebecca, additional, Mozaffar, Tahseen, additional, Hernandez, Isela, additional, Turner, Ivonne, additional, Habib, Ali, additional, Goyal, Namita, additional, Kak, Manisha, additional, Velasquez, Erik, additional, Lam, Lucy, additional, Suresh, Niraja, additional, Farias, Jerrica, additional, Jones, Sarah, additional, Wagoner, Mary, additional, Eggleston, Debbie, additional, Bertorini, Tulio, additional, Benzel, Cindy, additional, Henegar, Robert, additional, Pillai, Rekha, additional, Bharavaju-Sanka, Ratna, additional, Paiz, Carolyn, additional, Jackson, Carlayne, additional, Ruzhansky, Katherine, additional, Dimitrova, Diana, additional, Visser, Amy, additional, Chahin, Nizar, additional, Levine, Todd, additional, Lisak, Robert, additional, Jia, Kelly, additional, Mada, Flicia, additional, Bernitsas, Evanthia, additional, Pasnoor, Mamatha, additional, Roath, Katherine, additional, Colgan, Samantha, additional, Currence, Melissa, additional, Heim, Andrew, additional, Barohn, Richard, additional, Dimachkie, Mazen, additional, Statland, Jeffrey, additional, Jawdat, Omar, additional, Jabari, Duaa, additional, Farmakidis, Constantine, additional, Gilchrist, James, additional, Li, Yuebing, additional, Caristo, Irys, additional, Hastings, Debbie, additional, Morren, John Anthony, additional, Weiss, Michael, additional, Muppidi, Srikanth, additional, Nguyen, Tia, additional, Welsh, Lesly, additional, So, Yuen, additional, Goyal, Neelam, additional, Pulley, Michael, additional, Bailey, Cathy, additional, Quraishi, Zubair, additional, Berger, Alan, additional, Sahagian, Gregory, additional, Camberos, Yasmin, additional, and Frishberg, Benjamin, additional

Published
2021
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7. Education in Udmurt and Chuvash as minority languages of Russia

Author

Protassova, Ekaterina, Alòs i Font, Hèctor, and Bulatova, Ekaterina

Subjects
Articles
Abstract

The languages of Russia are a valuable resource of knowledge about the life of the indigenous peoples and a challenge for all the specialists in linguistic typology. As is widely known, they are undergoing the process of loss, mainly because the quantity of speakers diminishes and the quality of their speech deteriorates. The article discusses the situation of Udmurt and Chuvash in education on the basis of legal texts, statistical data, interviews to parents, teachers and school officials and schoolchildren pooling. Although Udmurt and Chuvash are being taught as a subject in many schools where the language of instruction is Russian, the results are not satisfying. This problem, being psychological in its nature, lies in attitudes prevalent in society and in the schools. The minority languages are practiced in a small number of situations, and a small number of students really care about elaboration of their own ways of belonging, because they experience that the native language is not prestigious. At the same time, to use some words and to know some traditions is respectful, especially when someone visits abroad and is welcomed much better as a representative of a minority than as a Russian. Although bilingualism among the citizens of Russia is quite common, it was studied poorly. A ‘new generation’ of didactic materials is needed., InterDisciplines. Journal of History and Sociology, Vol 5, No 2 (2014): Still an Issue? Approaching Post-Socialist and Post-Authoritarian Education

Published
2014

8. Особенности развития физических качеств и двигательных способностей при подготовке волейболисток

Author

Скобликова Татьяна Владимировна, ФГБОУ ВО «Юго-Западный государственный университет», Skoblikova Tatiana Vladimirovna, FSBEI of HE "Southwest State University", Булатова Екатерина Николаевна, Bulatova Ekaterina Nikolaevna, Скобликова Татьяна Владимировна, ФГБОУ ВО «Юго-Западный государственный университет», Skoblikova Tatiana Vladimirovna, FSBEI of HE "Southwest State University", Булатова Екатерина Николаевна, and Bulatova Ekaterina Nikolaevna

Abstract

в данной статье рассматриваются актуальные направления научных исследований при подготовке в волейболе, направленные на развитие физических качеств и двигательных способностей спортсменов. Проведенный в работе анализ поможет тренерам, используя особенности развития физических качеств и двигательных способностей при подготовке волейболисток, овладеть методикой оптимизации учебно-тренировочного процесса.

Published
2016

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