Cortical oscillations support sampling-based computations in spiking neural networks von Korcsak-Gorzo, Agnes, Müller, Michael G, Baumbach, Andreas, Leng, Luziwei, Breitwieser, Oliver J, van Albada, Sacha J, Senn, Walter, Meier, Karlheinz, Legenstein, Robert, Petrovici, Mihai A

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A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware von Müller, Eric, Arnold, Elias, Breitwieser, Oliver, Czierlinski, Milena, Emmel, Arne, Kaiser, Jakob, Mauch, Christian, Schmitt, Sebastian, Spilger, Philipp, Stock, Raphael, Stradmann, Yannik, Weis, Johannes, Baumbach, Andreas, Billaudelle, Sebastian, Cramer, Benjamin, Ebert, Falk, Göltz, Julian, Ilmberger, Joscha, Karasenko, Vitali, Kleider, Mitja, Leibfried, Aron, Pehle, Christian, Schemmel, Johannes

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Characterization and compensation of network-level anomalies in mixed-signal neuromorphic modeling platforms von Petrovici, Mihai A, Vogginger, Bernhard, Müller, Paul, Breitwieser, Oliver, Lundqvist, Mikael, Muller, Lyle, Ehrlich, Matthias, Destexhe, Alain, Lansner, Anders, Schüffny, René, Schemmel, Johannes, Meier, Karlheinz

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Accelerated Physical Emulation of Bayesian Inference in Spiking Neural Networks von Kungl, Akos F, Schmitt, Sebastian, Klähn, Johann, Müller, Paul, Baumbach, Andreas, Dold, Dominik, Kugele, Alexander, Müller, Eric, Koke, Christoph, Kleider, Mitja, Mauch, Christian, Breitwieser, Oliver, Leng, Luziwei, Gürtler, Nico, Güttler, Maurice, Husmann, Dan, Husmann, Kai, Hartel, Andreas, Karasenko, Vitali, Grübl, Andreas, Schemmel, Johannes, Meier, Karlheinz, Petrovici, Mihai A

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Demonstrating Analog Inference on the BrainScaleS-2 Mobile System von Stradmann, Yannik, Billaudelle, Sebastian, Breitwieser, Oliver, Ebert, Falk Leonard, Emmel, Arne, Husmann, Dan, Ilmberger, Joscha, Muller, Eric, Spilger, Philipp, Weis, Johannes, Schemmel, Johannes

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Spiking neurons with short-term synaptic plasticity form superior generative networks von Leng, Luziwei, Martel, Roman, Breitwieser, Oliver, Bytschok, Ilja, Senn, Walter, Schemmel, Johannes, Meier, Karlheinz, Petrovici, Mihai A.

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Deterministic networks for probabilistic computing von Jordan, Jakob, Petrovici, Mihai A., Breitwieser, Oliver, Schemmel, Johannes, Meier, Karlheinz, Diesmann, Markus, Tetzlaff, Tom

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Stochasticity from function — Why the Bayesian brain may need no noise von Dold, Dominik, Bytschok, Ilja, Kungl, Akos F., Baumbach, Andreas, Breitwieser, Oliver, Senn, Walter, Schemmel, Johannes, Meier, Karlheinz, Petrovici, Mihai A.

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Deterministic neural networks as sources of uncorrelated noise for probabilistic computations von Jordan, Jakob, Tetzlaff, Tom, Petrovici, Mihai, Breitwieser, Oliver, Bytschok, Ilja, Bill, Johannes, Schemmel, Johannes, Meier, Karlheinz, Diesmann, Markus

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A comprehensive workflow for general-purpose neural modeling with highly configurable neuromorphic hardware systems von Brüderle, Daniel, Petrovici, Mihai A., Vogginger, Bernhard, Ehrlich, Matthias, Pfeil, Thomas, Millner, Sebastian, Grübl, Andreas, Wendt, Karsten, Müller, Eric, Schwartz, Marc-Olivier, de Oliveira, Dan Husmann, Jeltsch, Sebastian, Fieres, Johannes, Schilling, Moritz, Müller, Paul, Breitwieser, Oliver, Petkov, Venelin, Muller, Lyle, Davison, Andrew P., Krishnamurthy, Pradeep, Kremkow, Jens, Lundqvist, Mikael, Muller, Eilif, Partzsch, Johannes, Scholze, Stefan, Zühl, Lukas, Mayr, Christian, Destexhe, Alain, Diesmann, Markus, Potjans, Tobias C., Lansner, Anders, Schüffny, René, Schemmel, Johannes, Meier, Karlheinz

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Cortical oscillations implement a backbone for sampling-based computation in spiking neural networks von Korcsak-Gorzo, Agnes, Müller, Michael G, Baumbach, Andreas, Leng, Luziwei, Oliver Julien Breitwieser, van Albada, Sacha J, Senn, Walter, Meier, Karlheinz, Legenstein, Robert, Petrovici, Mihai A

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25th Annual Computational Neuroscience Meeting: CNS-2016 von Sharpee, Tatyana O., Destexhe, Alain, Kawato, Mitsuo, Sekulić, Vladislav, Skinner, Frances K., Wójcik, Daniel K., Chintaluri, Chaitanya, Cserpán, Dorottya, Somogyvári, Zoltán, Kim, Jae Kyoung, Kilpatrick, Zachary P., Bennett, Matthew R., Josić, Kresimir, Elices, Irene, Arroyo, David, Levi, Rafael, Rodriguez, Francisco B., Varona, Pablo, Hwang, Eunjin, Kim, Bowon, Han, Hio-Been, Kim, Tae, McKenna, James T., Brown, Ritchie E., McCarley, Robert W., Choi, Jee Hyun, Rankin, James, Popp, Pamela Osborn, Rinzel, John, Tabas, Alejandro, Rupp, André, Balaguer-Ballester, Emili, Maturana, Matias I., Grayden, David B., Cloherty, Shaun L., Kameneva, Tatiana, Ibbotson, Michael R., Meffin, Hamish, Koren, Veronika, Lochmann, Timm, Dragoi, Valentin, Obermayer, Klaus, Psarrou, Maria, Schilstra, Maria, Davey, Neil, Torben-Nielsen, Benjamin, Steuber, Volker, Ju, Huiwen, Yu, Jiao, Hines, Michael L., Chen, Liang, Yu, Yuguo, Kim, Jimin, Leahy, Will, Shlizerman, Eli, Birgiolas, Justas, Gerkin, Richard C., Crook, Sharon M., Viriyopase, Atthaphon, Memmesheimer, Raoul-Martin, Gielen, Stan, Dabaghian, Yuri, DeVito, Justin, Perotti, Luca, Kim, Anmo J., Fenk, Lisa M., Cheng, Cheng, Maimon, Gaby, Zhao, Chang, Widmer, Yves, Sprecher, Simon, Senn, Walter, Halnes, Geir, Mäki-Marttunen, Tuomo, Keller, Daniel, Pettersen, Klas H., Andreassen, Ole A., Einevoll, Gaute T., Yamada, Yasunori, Steyn-Ross, Moira L., Alistair Steyn-Ross, D., Mejias, Jorge F., Murray, John D., Kennedy, Henry, Wang, Xiao-Jing, Kruscha, Alexandra, Grewe, Jan, Benda, Jan, Lindner, Benjamin, Badel, Laurent, Ohta, Kazumi, Tsuchimoto, Yoshiko, Kazama, Hokto, Kahng, B., Tam, Nicoladie D., Pollonini, Luca, Zouridakis, George, Soh, Jaehyun, Kim, DaeEun, Yoo, Minsu

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Demonstrating Analog Inference on the BrainScaleS-2 Mobile System von Stradmann, Yannik, Billaudelle, Sebastian, Breitwieser, Oliver, Falk Leonard Ebert, Emmel, Arne, Husmann, Dan, Ilmberger, Joscha, Müller, Eric, Spilger, Philipp, Weis, Johannes, Schemmel, Johannes

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Extending BrainScaleS OS for BrainScaleS-2 von Müller, Eric, Mauch, Christian, Spilger, Philipp, Breitwieser, Oliver Julien, Klähn, Johann, Stöckel, David, Wunderlich, Timo, Schemmel, Johannes

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Stochasticity from function -- why the Bayesian brain may need no noise von Dold, Dominik, Bytschok, Ilja, Kungl, Akos F, Baumbach, Andreas, Breitwieser, Oliver, Senn, Walter, Schemmel, Johannes, Meier, Karlheinz, Petrovici, Mihai A

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Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate von Billaudelle, Sebastian, Stradmann, Yannik, Schreiber, Korbinian, Cramer, Benjamin, Baumbach, Andreas, Dold, Dominik, Göltz, Julian, Kungl, Akos F, Wunderlich, Timo C, Hartel, Andreas, Müller, Eric, Breitwieser, Oliver, Mauch, Christian, Kleider, Mitja, Grübl, Andreas, Stöckel, David, Pehle, Christian, Heimbrecht, Arthur, Spilger, Philipp, Kiene, Gerd, Vitali Karasenko, Senn, Walter, Petrovici, Mihai A, Schemmel, Johannes, Meier, Karlheinz

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hxtorch: PyTorch for BrainScaleS-2 -- Perceptrons on Analog Neuromorphic Hardware von Spilger, Philipp, Müller, Eric, Emmel, Arne, Leibfried, Aron, Mauch, Christian, Pehle, Christian, Weis, Johannes, Breitwieser, Oliver, Billaudelle, Sebastian, Schmitt, Sebastian, Wunderlich, Timo C, Stradmann, Yannik, Schemmel, Johannes

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Fast and energy-efficient neuromorphic deep learning with first-spike times von Göltz, Julian, Kriener, Laura, Baumbach, Andreas, Billaudelle, Sebastian, Breitwieser, Oliver, Cramer, Benjamin, Dold, Dominik, Akos Ferenc Kungl, Senn, Walter, Schemmel, Johannes, Meier, Karlheinz, Mihai Alexandru Petrovici

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A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware von Müller, Eric, Arnold, Elias, Breitwieser, Oliver, Czierlinski, Milena, Emmel, Arne, Kaiser, Jakob, Mauch, Christian, Schmitt, Sebastian, Spilger, Philipp, Stock, Raphael, Stradmann, Yannik, Weis, Johannes, Baumbach, Andreas, Billaudelle, Sebastian, Cramer, Benjamin, Ebert, Falk, Göltz, Julian, Ilmberger, Joscha, Karasenko, Vitali, Kleider, Mitja, Leibfried, Aron, Pehle, Christian, Schemmel, Johannes

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Deterministic networks for probabilistic computing von Jordan, Jakob, Petrovici, Mihai A, Breitwieser, Oliver, Schemmel, Johannes, Meier, Karlheinz, Diesmann, Markus, Tetzlaff, Tom

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