Search Results for author: Junsoo Ha

Found 3 papers, 1 papers with code

Characterizing Lookahead Dynamics of Smooth Games

no code implementations1 Jan 2021 Junsoo Ha, Gunhee Kim

As multi-agent systems proliferate in machine learning research, games have attracted much attention as a framework to understand optimization of multiple interacting objectives.

A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning

1 code implementation ICLR 2020 Soochan Lee, Junsoo Ha, Dongsu Zhang, Gunhee Kim

Despite the growing interest in continual learning, most of its contemporary works have been studied in a rather restricted setting where tasks are clearly distinguishable, and task boundaries are known during training.

Continual Learning Image Classification +1

Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation

no code implementations ICLR 2019 Soochan Lee, Junsoo Ha, Gunhee Kim

Recent advances in conditional image generation tasks, such as image-to-image translation and image inpainting, are largely accounted to the success of conditional GAN models, which are often optimized by the joint use of the GAN loss with the reconstruction loss.

Conditional Image Generation Image Inpainting +3

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