Dongbin Kim

Seoul National University

Seoul, South Korea

I am a PhD student in Industrial Engineering at Seoul National University, advised by Prof. Jaewook Lee. My research interests lie in deep learning and time series analysis.

I received my B.S. in Industrial Engineering from Seoul National University in 2023.

lsb

news

Jan 28, 2026	Our paper “Local Geometry Attention for Time Series Forecasting under Realistic Corruptions” has been accepted to ICLR 2026!

selected publications

NeurIPS

Are Self-Attentions Effective for Time Series Forecasting?

Dongbin Kim, Jinseong Park, Jaewook Lee, and 1 more author

Advances in Neural Information Processing Systems, 2024

Bib HTML Code

@article{kim2024self,
  title = {Are Self-Attentions Effective for Time Series Forecasting?},
  author = {Kim, Dongbin and Park, Jinseong and Lee, Jaewook and Kim, Hoki},
  journal = {Advances in Neural Information Processing Systems},
  volume = {37},
  pages = {114180--114209},
  year = {2024},
}

FIN

Pattern-Guided Forecasting Framework for Metal Price Prediction with Grouping Decomposed Series

Dongbin Kim, Jaewook Lee, and Hoki Kim

Financial Innovation, 2026

Abs DOI Bib HTML

@article{kim2026pgff,
  title = {Pattern-Guided Forecasting Framework for Metal Price Prediction with Grouping Decomposed Series},
  author = {Kim, Dongbin and Lee, Jaewook and Kim, Hoki},
  journal = {Financial Innovation},
  volume = {12},
  number = {1},
  pages = {45},
  year = {2026},
  doi = {10.1186/s40854-025-00833-5},
}

ICLR

Local Geometry Attention for Time Series Forecasting under Realistic Corruptions

Dongbin Kim, Youngjoo Park, Woojin Jeong, and 1 more author

In The Fourteenth International Conference on Learning Representations, 2026

Bib HTML

@inproceedings{kim2026lga,
  title = {Local Geometry Attention for Time Series Forecasting under Realistic Corruptions},
  author = {Kim, Dongbin and Park, Youngjoo and Jeong, Woojin and Lee, Jaewook},
  booktitle = {The Fourteenth International Conference on Learning Representations},
  year = {2026},
}