3 papers
cs.LG2020
Implicit Kernel Attention
Kyungwoo Song, Yohan Jung, Dongjun Kim +1
\textit{Attention} computes the dependency between representations, and it encourages the model to focus on the important selective features. Attention-based models, such as Transf…
cs.LG2020
Adversarial Likelihood-Free Inference on Black-Box Generator
Dongjun Kim, Weonyoung Joo, Seungjae Shin +2
Generative Adversarial Network (GAN) can be viewed as an implicit estimator of a data distribution, and this perspective motivates using the adversarial concept in the true input p…
cs.MA2019
Automatic Calibration of Dynamic and Heterogeneous Parameters in Agent-based Model
Dongjun Kim, Tae-Sub Yun, Il-Chul Moon
While simulations have been utilized in diverse domains, such as urban growth modeling, market dynamics modeling, etc; some of these applications may require validations based upon…