Search Results for author: HyeongJoo Hwang

Found 3 papers, 1 papers with code

Multi-View Representation Learning via Total Correlation Objective

no code implementations NeurIPS 2021 HyeongJoo Hwang, Geon-Hyeong Kim, Seunghoon Hong, Kee-Eung Kim

Multi-View Representation Learning (MVRL) aims to discover a shared representation of observations from different views with the complex underlying correlation.

Representation Learning Translation

DemoDICE: Offline Imitation Learning with Supplementary Imperfect Demonstrations

no code implementations ICLR 2022 Geon-Hyeong Kim, Seokin Seo, Jongmin Lee, Wonseok Jeon, HyeongJoo Hwang, Hongseok Yang, Kee-Eung Kim

We consider offline imitation learning (IL), which aims to mimic the expert's behavior from its demonstration without further interaction with the environment.

Imitation Learning

Variational Interaction Information Maximization for Cross-domain Disentanglement

2 code implementations NeurIPS 2020 HyeongJoo Hwang, Geon-Hyeong Kim, Seunghoon Hong, Kee-Eung Kim

Grounded in information theory, we cast the simultaneous learning of domain-invariant and domain-specific representations as a joint objective of multiple information constraints, which does not require adversarial training or gradient reversal layers.

Disentanglement Image-to-Image Translation +3

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