Search Results for author: Athul Paul Jacob

Found 6 papers, 2 papers with code

Multitasking Inhibits Semantic Drift

no code implementations NAACL 2021 Athul Paul Jacob, Mike Lewis, Jacob Andreas

When intelligent agents communicate to accomplish shared goals, how do these goals shape the agents' language?

Boundary Seeking GANs

no code implementations ICLR 2018 R. Devon Hjelm, Athul Paul Jacob, Adam Trischler, Gerry Che, Kyunghyun Cho, Yoshua Bengio

We introduce a method for training GANs with discrete data that uses the estimated difference measure from the discriminator to compute importance weights for generated samples, thus providing a policy gradient for training the generator.

Scene Understanding Text Generation

Boundary-Seeking Generative Adversarial Networks

5 code implementations27 Feb 2017 R. Devon Hjelm, Athul Paul Jacob, Tong Che, Adam Trischler, Kyunghyun Cho, Yoshua Bengio

We introduce a method for training GANs with discrete data that uses the estimated difference measure from the discriminator to compute importance weights for generated samples, thus providing a policy gradient for training the generator.

Scene Understanding Text Generation

Mode Regularized Generative Adversarial Networks

no code implementations7 Dec 2016 Tong Che, Yan-ran Li, Athul Paul Jacob, Yoshua Bengio, Wenjie Li

Although Generative Adversarial Networks achieve state-of-the-art results on a variety of generative tasks, they are regarded as highly unstable and prone to miss modes.

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