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Cell graph neural networks enable the precise prediction of patient survival in gastric cancer.
NPJ Precis Oncol. 2022 Jun 23;6(1):45. doi: 10.1038/s41698-022-00285-5.
NPJ Precis Oncol. 2022.
PMID: 35739342
Free PMC article.
Geometry and convergence of natural policy gradient methods.
Müller J, Montúfar G.
Müller J, et al. Among authors: montufar g.
Inf Geom. 2023;7(Suppl 1):485-523. doi: 10.1007/s41884-023-00106-z. Epub 2023 Jun 2.
Inf Geom. 2023.
PMID: 38162460
Free PMC article.
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A Theory of Cheap Control in Embodied Systems.
Montúfar G, Ghazi-Zahedi K, Ay N.
Montúfar G, et al.
PLoS Comput Biol. 2015 Sep 1;11(9):e1004427. doi: 10.1371/journal.pcbi.1004427. eCollection 2015 Sep.
PLoS Comput Biol. 2015.
PMID: 26325254
Free PMC article.
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Refinements of universal approximation results for deep belief networks and restricted Boltzmann machines.
Montufar G, Ay N.
Montufar G, et al.
Neural Comput. 2011 May;23(5):1306-19. doi: 10.1162/NECO_a_00113. Epub 2011 Feb 7.
Neural Comput. 2011.
PMID: 21299421
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Universal approximation depth and errors of narrow belief networks with discrete units.
Montúfar GF.
Montúfar GF.
Neural Comput. 2014 Jul;26(7):1386-407. doi: 10.1162/NECO_a_00601. Epub 2014 Apr 7.
Neural Comput. 2014.
PMID: 24708370
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