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Jihyeon Hyeong

2 accepted papers

2022

LORD: Lower-Dimensional Embedding of Log-Signature in Neural Rough Differential Equations

ICLR 2022poster

The problem of processing very long time-series data (e.g., a length of more than 10,000) is a long-standing research problem in machine learning. Recently, one breakthrough, called neural rough differential equations (NRDEs), has been proposed and has shown that it is able to process such data. The…

2021

Invertible Tabular GANs: Killing Two Birds with One Stone for Tabular Data Synthesis

NeurIPS 2021poster

Tabular data synthesis has received wide attention in the literature. This is because available data is often limited, incomplete, or cannot be obtained easily, and data privacy is becoming increasingly important. In this work, we present a generalized GAN framework for tabular synthesis, which comb…

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