Adversarial Perturbations Are Not So Weird: Entanglement of Robust and Non-Robust Features in Neural Network Classifiers

Autor: Springer, Jacob M., Mitchell, Melanie, Kenyon, Garrett T.

Neural networks trained on visual data are well-known to be vulnerable to often imperceptible adversarial perturbations. The reasons for this vulnerability are still being debated in the literature. Recently Ilyas et al. (2019) showed that this vulne

Externí odkaz: http://arxiv.org/abs/2102.05110

Measuring time delays: I. Using a flux time series that is a linear combination of time-shifted light curves

Autor: Springer, Ofer M., Ofek, Eran O.

(Abridged) Several phenomena in astrophysics generate light curves with time delays. Among these are reverberation mapping, and lensed quasars. In some systems, the measurement of the time-delay is complicated by the fact that the delayed components

Externí odkaz: http://arxiv.org/abs/2101.11017

STRATA: Simple, Gradient-Free Attacks for Models of Code

Autor: Springer, Jacob M., Reinstadler, Bryn Marie, O'Reilly, Una-May

Neural networks are well-known to be vulnerable to imperceptible perturbations in the input, called adversarial examples, that result in misclassification. Generating adversarial examples for source code poses an additional challenge compared to the

Externí odkaz: http://arxiv.org/abs/2009.13562

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The impact of treatment with avacopan on health-related quality of life in antineutrophil cytoplasmic antibody-associated vasculitis: a post-hoc analysis of data from the ADVOCATE trial

Autor: Au Peh, Chen, Chakera, Aron, Cooper, Bruce, Kurtkoti, Jagadeesh, Langguth, Daman, Levidiotis, Vicki, Luxton, Grant, Mount, Peter, Mudge, David, Noble, Euan, Phoon, Richard, Ranganathan, Dwarakanathan, Ritchie, Angus, Ryan, Jessica, Suranyi, Michael, Rosenkranz, Alexander, Lhotta, Karl, Kronbichler, Andreas, Demoulin, Nathalie, Bovy, Christophe, Hellemans, Rachel, Hougardy, Jean-Michel, Sprangers, Ben, Wissing, Karl Martin, Pagnoux, Christian, Barbour, Sean, Brachemi, Soumeya, Cournoyer, Serge, Girard, Louis-Philippe, Laurin, Louis-Philippe, Liang, Patrick, Philibert, David, Walsh, Michael, Tesar, Vladimir, Becvar, Radim, Horak, Pavel, Rychlik, Ivan, Szpirt, Wladimir, Dieperink, Hans, Gregersen, Jon Waarst, Ivarsen, Per, Krarup, Elizabeth, Lyngsoe, Cecilie, Rigothier, Claire, Augusto, Jean-Francois, Belot, Alexandre, Chauveau, Dominique, Cornec, Divi, Jourde-Chiche, Noemie, Ficheux, Maxence, Karras, Alexandre, Klein, Alexandre, Maurier, Francois, Mesbah, Rafik, Moranne, Olivier, Neel, Antoine, Quemeneur, Thomas, Saadoun, David, Terrier, Benjamin, Zaoui, Philippe, Schaier, Matthias, Benck, Urs Tobias, Bergner, Raoul, Busch, Martin, Floege, Juergen, Grundmann, Franziska, Haller, Hermann, Haubitz, Marion, Hellmich, Bernhard, Henes, Joerg Christoph, Hohenstein, Bernd, Hugo, Christian, Iking-Konert, Christof, Arndt, Fabian, Kubacki, T, Kotter, Ina, Lamprecht, Peter, Lindner, Tom, Halbritter, Jan, Mehling, Heidrun, Schönermarck, Ulf, Venhoff, Nils, Vielhauer, Volker, Witzke, Oliver, Szombati, Istvan, Szucs, Gabriella, Garibotto, Giacomo, Alberici, Federico, Brunetta, Enrico, Dagna, Lorenzo, De Vita, Salvatore, Emmi, Giacomo, Gabrielli, Armando, Manenti, Lucio, Pieruzzi, Federico, Roccatello, Dario, Salvarani, Carlo, Harigai, Masayoshi, Dobashi, Hiroaki, Atsumi, Tatsuya, Fujimoto, Shoichi, Hagino, Noboru, Ihata, Atsushi, Kaname, Shinya, Kaneko, Yuko, Katagiri, Akira, Katayama, Masao, Kirino, Yohei, Kitagawa, Kiyoki, Komatsuda, Atsushi, Kono, Hajime, Kurasawa, Takahiko, Matsumura, Ryutaro, Mimura, Toshihide, Morinobu, Akio, Murakawa, Yohko, Naniwa, Taio, Nanki, Toshihiro, Ogawa, Noriyoshi, Oshima, Hisaji, Sada, Kenei, Sugiyama, Eiji, Takeuchi, Tohru, Taki, Hirofumi, Tamura, Naoto, Tsukamoto, Tatsuo, Yamagata, Kunihiro, Yamamura, Masahiro, van Daele, Paulus Leon Arthur, Rutgers, Abraham, Teng, Y.K. Onno, Walker, Robert, Chua, Ignatius, Collins, Michael, Rabindranath, Kannaiyan, de Zoysa, Janak, Svensson, My Hanna Sofia, Grevbo, Bard-Waldum, Kalstad, Synove, Little, Mark, Clarkson, Michael, Molloy, Eamonn, Agraz Pamplona, Irene, Anton, Jordi, Barrio Lucia, Vicente, Ciggaran, Secundino, Cinta Cid, Maria, Diaz Encarnacion, Montserrat, Fulladosa Oliveras, Xavier, Jose Soler, Maria, Marco Rusinol, Helena, Praga, Manuel, Quintana Porras, Luis, Segarra, Alfons, Bruchfeld, Annette, Segelmark, Marten, Soveri, Inga, Thomaidi, Eleni, Westman, Kerstin, Neumann, Thomas, Burnier, Michel, Daikeler, Thomas, Dudler, Jean, Hauser, Thomas, Seeger, Harald, Vogt, Bruno, Burton, James, Al Jayyousi, Reem, Amin, Tania, Andrews, Jacqueline, Baines, Laura Anne, Brogan, Paul, Dasgupta, Bhaskar, Doulton, Timothy William Ronald, Flossmann, Oliver, Griffin, Sian V., Harper, Janice Marian, Harper, Lorraine, Kidder, Dana, Klocke, Rainer, Lanyon, Peter Charles, Luqmani, Raashid, McLaren, John Stuart, Makanjuola, David Osagie, McCann, Liza, Nandagudi, Anupama C., Selvan, Shilpa, O'Riordan, Edmond, Patel, Mumtaz, Patel, Rajan Kantilal, Pusey, Charles Dickson, Rajakariar, Ravindra, Robson, Joanna C., Robson, Michael, Salama, Alan David, Smyth, Lucy, Sznajd, Jan, Taylor, Joanne, Sreih, Antonie G., Belilos, Elise, Bomback, Andrew S., Carlin, Jeffrey, Chang Chen Lin, Yih, Derebail, Vimal K., Dragoi, Serban, Dua, Anisha, Forbess, Lindsy, Geetha, Duvuru, Gipson, Patrick, Gohh, Reginald, Greenwood, Gregory Todd, Hugenberg, Steven T., Jimenez, Richard A.H., Kaskas, Marwan Omar, Kermani, Tanaz, Kivitz, Alan J., Koening, Curry, Langford, Carol A., Marder, Galina, Mohamed, Amr Ahmed El-Huesseini, Monach, Paul, Neyra, Nilda Roxana, Niemer, Gregory W., Niles, John, Obi, Reginald, Owens, Charles, Parks, Deborah L., Podoll, Amber S., Rovin, Brad, Sam, R, Shergy, William Julius, Silva, Arnold Lawrence, Specks, Ulrich, Spiera, Robert, Springer, Jason M., Striebich, Christopher Charles, Swarup, Areena, Thakar, Surabhi, Tiliakos, Athan N., Tsai, Yong, Waguespack, Dia R., Chester Wasko, Mary, Strand, Vibeke ^*, Jayne, David R W, Horomanski, Audra, Yue, Huibin, Bekker, Pirow, Merkel, Peter A

Publikováno v: In The Lancet Rheumatology August 2023 5(8):e451-e460