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pro vyhledávání: '"Kauvar, Isaac"'
Model-based reinforcement learning (MBRL) is a promising route to sample-efficient policy optimization. However, a known vulnerability of reconstruction-based MBRL consists of scenarios in which detailed aspects of the world are highly predictable, b
Externí odkaz:
http://arxiv.org/abs/2412.05766
Agents must be able to adapt quickly as an environment changes. We find that existing model-based reinforcement learning agents are unable to do this well, in part because of how they use past experiences to train their world model. Here, we present
Externí odkaz:
http://arxiv.org/abs/2306.15934
Autor:
Sun, Fan-Yun, Kauvar, Isaac, Zhang, Ruohan, Li, Jiachen, Kochenderfer, Mykel, Wu, Jiajun, Haber, Nick
Modeling multi-agent systems requires understanding how agents interact. Such systems are often difficult to model because they can involve a variety of types of interactions that layer together to drive rich social behavioral dynamics. Here we intro
Externí odkaz:
http://arxiv.org/abs/2208.10660
Autor:
Kauvar, Isaac V., Machado, Timothy A., Yuen, Elle, Kochalka, John, Choi, Minseung, Allen, William E., Wetzstein, Gordon, Deisseroth, Karl
Publikováno v:
In Neuron 22 July 2020 107(2):351-367
Autor:
Lovett-Barron, Matthew, Andalman, Aaron S., Allen, William E., Vesuna, Sam, Kauvar, Isaac, Burns, Vanessa M., Deisseroth, Karl
Publikováno v:
In Cell 30 November 2017 171(6):1411-1423
Autor:
Allen, William E., Kauvar, Isaac V., Chen, Michael Z., Richman, Ethan B., Yang, Samuel J., Chan, Ken, Gradinaru, Viviana, Deverman, Benjamin E., Luo, Liqun, Deisseroth, Karl
Publikováno v:
In Neuron 17 May 2017 94(4):891-907
Autor:
Tomer, Raju, Lovett-Barron, Matthew, Kauvar, Isaac, Andalman, Aaron, Burns, Vanessa M., Sankaran, Sethuraman, Grosenick, Logan, Broxton, Michael, Yang, Samuel, Deisseroth, Karl
Publikováno v:
In Cell 17 December 2015 163(7):1796-1806
Autor:
Gunaydin, Lisa A., Grosenick, Logan, Finkelstein, Joel C., Kauvar, Isaac V., Fenno, Lief E., Adhikari, Avishek, Lammel, Stephan, Mirzabekov, Julie J., Airan, Raag D., Zalocusky, Kelly A., Tye, Kay M., Anikeeva, Polina, Malenka, Robert C., Deisseroth, Karl
Publikováno v:
In Cell 19 June 2014 157(7):1535-1551
Akademický článek
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Autor:
Lloyd, Matthew T., Peters, Craig H., Garcia, Andres, Kauvar, Isaac V., Berry, Joseph J., Reese, Matthew O., McGehee, Michael D., Ginley, David S., Olson, Dana C.
Publikováno v:
In Solar Energy Materials and Solar Cells 2011 95(5):1382-1388