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Interpreting computations in the visual cortex as learning and inference in a generative model of the environment has received wide support both in neuroscience and cognitive science. However, hierarchical computations, a hallmark of visual cortical
Externí odkaz:
http://arxiv.org/abs/2206.00436
Autor:
Lazar, Andreea, Klein, Liane, Klon-Lipok, Johanna, Bányai, Mihály, Orbán, Gergő, Singer, Wolf
Publikováno v:
In iScience 16 February 2024 27(2)
Akademický článek
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Akademický článek
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Storing knowledge of an agent's environment in the form of a probabilistic generative model has been established as a crucial ingredient in a multitude of cognitive tasks. Perception has been formalised as probabilistic inference over the state of la
Externí odkaz:
http://arxiv.org/abs/1806.07990
Autor:
Nagy, David G., Orbán, Gergő
Both the human brain and artificial learning agents operating in real-world or comparably complex environments are faced with the challenge of online model selection. In principle this challenge can be overcome: hierarchical Bayesian inference provid
Externí odkaz:
http://arxiv.org/abs/1712.01169
Autor:
Vogelstein, Joshua T., Amunts, Katrin, Andreou, Andreas, Angelaki, Dora, Ascoli, Giorgio, Bargmann, Cori, Burns, Randal, Cali, Corrado, Chance, Frances, Chun, Miyoung, Church, George, Cline, Hollis, Coleman, Todd, de La Rochefoucauld, Stephanie, Denk, Winfried, Elgoyhen, Ana Belen, Cummings, Ralph Etienne, Evans, Alan, Harris, Kenneth, Hausser, Michael, Hill, Sean, Inverso, Samuel, Jackson, Chad, Jain, Viren, Kass, Rob, Kasthuri, Bobby, Kiar, Gregory, Kording, Konrad, Koushika, Sandhya, Krakauer, John, Landis, Story, Layton, Jeff, Luo, Qingming, Marblestone, Adam, Markowitz, David, McArthur, Justin, Mensh, Brett, Milham, Michael, Mitra, Partha, Neskovic, Pedja, Nicolelis, Miguel, O'Brien, Richard, Oliva, Aude, Orban, Gergo, Peng, Hanchuan, Picchini-Schaffer, Alyssa, Picciotto, Marina, Poline, Jean-Baptiste, Poo, Mu-ming, Pouget, Alex, Raghavachari, Sri, Roskams, Jane, Sejnowski, Terry, Sommer, Fritz, Spruston, Nelson, Swanson, Larry, Toga, Arthur, Vogelstein, R. Jacob, Yuste, Rafael, Zador, Anthony, Huganir, Richard, Miller, Michael
The next grand challenges for society and science are in the brain sciences. A collection of 60+ scientists from around the world, together with 10+ observers from national, private, and foundations, spent two days together discussing the top challen
Externí odkaz:
http://arxiv.org/abs/1608.06548
Response variability, as measured by fluctuating responses upon repeated performance of trials, is a major component of neural responses, and its characterization is key to interpret high dimensional population recordings. Response variability and co
Externí odkaz:
http://arxiv.org/abs/1605.08909
Autor:
Bányai, Mihály, Lazar, Andreea, Klein, Liane, Klon-Lipok, Johanna, Stippinger, Marcell, Singer, Wolf, Orbán, Gergő
Publikováno v:
Proceedings of the National Academy of Sciences of the United States of America, 2019 Feb 01. 116(7), 2723-2732.
Externí odkaz:
https://www.jstor.org/stable/26682954
Autor:
Bányai, Mihály, Orbán, Gergő
Publikováno v:
In Current Opinion in Neurobiology October 2019 58:209-217