[AI Seminar] AI Seminar sponsored by Apple -- Guoqing Zheng -- May 15

Adams Wei Yu weiyu at cs.cmu.edu
Mon May 14 07:40:47 EDT 2018


A gentle reminder that the talk will be tomorrow (Tuesday) noon in NSH 3305.

On Sun, May 13, 2018 at 5:09 AM, Adams Wei Yu <weiyu at cs.cmu.edu> wrote:

> Dear faculty and students,
>
> We look forward to seeing you next Tuesday, May 15, at noon in NSH 3305 for
> AI Seminar sponsored by Apple. To learn more about the seminar series,
> please visit the AI Seminar webpage <http://www.cs.cmu.edu/~aiseminar/>.
>
> On Tuesday, Guoqing Zheng <http://www.cs.cmu.edu/~gzheng/> will give the
> following talk:
>
> Title: Generative Adversarial Permutation Learning
>
> Abstract:
>
> Permutation learning refers to the task of recovering the mapping that
> permutes an object to another one. The (original object, permuted object)
> pair encodes information that is critical in identifying the underlying
> permutation and has received increasingly attention in the research
> community. In this talk, we study the problem of unpaired permutation
> learning, i.e., only samples of original objects and that of permuted
> objects are observed while no paired link between the two is given. We
> propose to tackle the unpaired permutation learning under the adversarial
> training framework; specifically, a permutation generative network is
> trained to generate approximated permutations conditioned on the permuted
> object, by which the permuted object can be transformed back to the
> original space, and a discriminative network is trained to distinguish real
> objects from the original space and the recovered ones. Preliminary
> empirical experiments on sorting numbers and recovering scrambled images
> demonstrates the effectiveness of the proposed method.
>
>
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