Project
Project
Representation Invariance Analysis on Various Levels of Relation Structures
- Question: How to build representation invariant to many factors for expressing consistent knowledge?
- Keywords: Representation Learning, Relational Learning
- funding: National Research Foundation, South Korea, 2022~2027
Knowledge Extraction from Visual Data for Linguistic Understanding
- Question: How to extract latent objects and their structures from images in unsupervised manner for the use in multimodal environment?
- Keywords: Representation Learning, Relational Learning
- funding: Electronics and Telecommunication Research Institute, South Korea, 2022~2023
Schema Loading Networks for Learning Common Knowledge Representation
- Question: What is a learnable architecture to save and load modular neural networks?
- Keywords: Representation Learning, Optimization, Relational Learning
- funding: National Research Foundation, South Korea, 2019~2022
Statistical and Neural Machine Translation
- Question: Enhancing translation quality by probabilistic and representation analysis for machine translation
- Keywords: natural language processing
- funding: Electronics and Telecommunication Research Institute, South Korea, 2016~2020
Expression Power Enhancement of Infinite Probabilistic Context Free Grammar
- Question: How to remove bias in optimization of probabilistic context free grammar for better expression power?
- Keywords: Optimization, Probability and Relational Learning
- funding: National Research Foundation, South Korea, 2016