jhin sheo yon

IT ALL BEGINS WITH AN IDEA

✦

IT ALL BEGINS WITH AN IDEA ✦

about me

I am an integrated Ph.D. student at the Department of Artificial Intelligence at Yonsei University in Seoul. I've studied IT engineering at Sookmyung Women's University. I am interested in time-series tasks, anomaly detection, and differential equation-based deep-learning models.

E-mail : sheoyonj@yonsei.ac.kr 

Research Advisor : Noseong Park

Integrated Ph.D student @BigDyL

news

  • "Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting", KAIS Journal 2024( IF=3.205 ), Sheo Yon Jhin, Heejoo Shin, Sujie Kim, Seoyoung Hong, Solhee Park, Noseong Park, Seungbeom Lee, Hwiyoung Maeng, and Seungmin Jeon  

  • Selected as a reviewer for ICLR 2023

  • Selected as a reviewer for NeurIPS 2023

  • "Precursor-of-Anomaly Detection for Irregular Time Series", KDD 2023, SheoYon Jhin, Jaehoon Lee, Noseong Park

  • "Learnable Path in Neural Controlled Differential Equations", AAAI 2023, Sheo Yon Jhin, Minju Jo, Seungji Kook, Noseong Park

  • "LORD: Lower-Dimensional Embedding of Log-Signature in Neural Rough Differential Equations", ICLR 2022,  Jaehoon Lee, Jinsung Jeon, Sheo yon Jhin, Jihyeon Hyeong, Jayoung Kim, Minju Jo, Seungji Kook, and Noseong Park

  • "EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting", WWW 2022, Sheo Yon Jhin, Jaehoon Lee, Minju Jo, Seungji Kook, Jinsung Jeon, Jihyeon Hyeong, Jayoung Kim and Noseong Park

  • "Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting", ICDM 2021, Sheo Yon Jhin, Heejoo Shin, Seoyoung Hong, Solhee Park, and Noseong Park

  • "ACE-NODE: Attentive Co-Evolving Neural Ordinary Differential Equations", KDD 2021, Sheo Yon Jhin, Minju Jo, Taeyong Kong, Jinsung Jeong, and Noseong Park

  • "DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation", AAAI 2021, Jungeun kim, Kookjin Lee, Dongeun Lee, Sheo Yon Jhin, and Noseong Park

rESEARCH Interests

  • Differential-equation based models create better hidden representation than other conventional models

  • Irregular time series

  • In time-series forecasting, many model has delay effects

  • Precursor-of-Anomaly detection

IT ALL BEGINS WITH AN IDEA

✦

IT ALL BEGINS WITH AN IDEA ✦

STILL HAVE QUESTIONS? let’s chat.