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Generative Adversarial Networks (GANs): An Analytical Perspective

May 3, 2023 @ 12:30 pm - 1:30 pm

CMSA Colloquium 05.03.2023

Speaker: Xin Guo, UC Berkeley

Title: Generative Adversarial Networks (GANs): An Analytical Perspective

Abstract: Generative models have attracted intense interests recently. In this talk, I will discuss one class of generative models, Generative Adversarial Networks (GANs).  I will first provide a gentle review of the mathematical framework behind GANs. I will then proceed to discuss a few challenges in GANs training from an analytical perspective. I will finally report some recent progress for GANs training in terms of its stability and convergence analysis.



May 3, 2023
12:30 pm - 1:30 pm
Event Category:


CMSA Room G10
CMSA, 20 Garden Street
Cambridge, MA 02138 United States
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