Search Results for author: Donggyun Kim

Found 4 papers, 3 papers with code

Multi-Task Neural Processes

1 code implementation28 Oct 2021 Donggyun Kim, Seongwoong Cho, Wonkwang Lee, Seunghoon Hong

To this end, we propose Multi-Task Neural Processes (MTNPs), an extension of NPs designed to jointly infer tasks realized from multiple stochastic processes.

Time Series Time Series Analysis

Multi-Task Processes

no code implementations ICLR 2022 Donggyun Kim, Seongwoong Cho, Wonkwang Lee, Seunghoon Hong

Neural Processes (NPs) consider a task as a function realized from a stochastic process and flexibly adapt to unseen tasks through inference on functions.

Time Series Time Series Analysis

High-Fidelity Synthesis with Disentangled Representation

2 code implementations ECCV 2020 Wonkwang Lee, Donggyun Kim, Seunghoon Hong, Honglak Lee

Despite the simplicity, we show that the proposed method is highly effective, achieving comparable image generation quality to the state-of-the-art methods using the disentangled representation.

Disentanglement Generative Adversarial Network +2

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