Hi there!
My name is Jaesik (pronunciation is similar to Jsik) Yoon (윤재식). I'm a senior machine learning developer in SAP. Before that, I worked in Samsung electronics and graduated from KAIST. My research interest is to explore a variety of new opportunities to extend the generality of Artificial Intelligence. Besides my professional work, I am a wise lady's husband and a dad of 2 sons. :)
Github / Google Scholar / Resume (Updated: 2022/03)
Contact
jaesik.yoon.kr at gmail dot com
News
Our paper, TransDreamer: Reinforcement Learning with Transformer World Models is accepted in Deep RL workshop in NeurIPS 2021! pdf
Our paper, Generative Video Transformer: Can Objects be the Words? got accepted in ICML 2021! arxiv
The Robustifying Sequential Neural Processes ASNP-RMR code is released. code
Our paper, Robustifying Sequential Neural Processes got accepted in ICML 2020. arxiv
The Sequential Neural Processes code for 1D and 2D task is released. code
Our paper, Sequential Neural Processes is accepted in NeurIPS 2019 as a SPOTLIGHT paper.
Our paper, Sequential Neural Processes is opened. arxiv / blog
The Bayesian MAML code for regression and RL task is released. 1D code / RL code
Our paper, One-Shot Learning for Text-to-SQL Generation is opened. arxiv
Our paper, Bayesian Model-Agnostic Meta-Learning is accepted in NeurIPS 2018 as a SPOTLIGHT paper.
Our paper, Bayesian Model-Agnostic Meta-Learning is opened. arxiv
Publications
TransDreamer: Reinforcement Learning with Transformer World Models
C. Chen*, Yi-Fu Wu*, J. Yoon*, S. Ahn
[Deep RL NeurIPS 2021] [arxiv]
Generative Video Transformer: Can Objects be the Words?
Yi-Fu Wu, J. Yoon, S. Ahn
[ICML 2021] [pdf]
Robustifying Sequential Neural Processes
J. Yoon, G. Singh, S. Ahn
Sequential Neural Processes
G. Singh*, J. Yoon*, Y. Son, S. Ahn (* indicates equal contribution)
[NeurIPS 2019][Spotlight (top 2.4% = 164/6743)] [pdf] / [blog] / [code]
One-Shot Learning for Text-to-SQL Generation
D. Lee, J. Yoon, J. Song, S. Lee, S. Yoon
Bayesian Model-Agnostic Meta Learning
J. Yoon*, T. Kim*, O. Dia, S. Kim, Y. Bengio, S. Ahn (* indicates equal contribution)
[NeurIPS 2018][Spotlight (top 3.5% = 168/4856)] [oral] / [pdf] / [code] / [code]
A hierarchical-structured dictionary learning for image classification
J. Yoon, J. Choi, C.D. Yoo
[ICIP 2014][Oral] [pdf]
Reproducing the published papers or Interesting tries
Interaction Networks for Learning about Objects, Relations and Physics [code]
PathNet: Evolution Channels Gradient Descent in Super Neural Networks [code]
Distributed Docker to develop Machine Learning with GPUs [code]
Adversarial attack to Capsule Network [code]
Adversarial attack based adversarial example generator (NIPS 2017 Adversarial Attack Competition 18th ranked) [code]
Generative Adversarial Networks (GAN) modeling for sequential data [code]
Asynchronous Deep Deterministic Policy Gradient (DDPG)[code]
Talks
Bayesian Meta-Learning, SAP Conference on Machine Learning (CML) (May, 2021)
(Robustifying) Sequential Neural Processes, NOTA (Jun, 2020)
Adversarial Attacks, Naver (Dec 2017), IITP (Nov 2018)
Services
Reviewer: Neurips 2020-2021, ICLR 2021, ICML 2021-2022