- One paper accepted in Data Mining and Knowledge Discovery (IF=4.3)
- One paper accepted in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IF=2.7)
- Two papers accepted in ES-FoMo III at ICML 2025
- One paper accepted in Artificial Intelligence in Medicine (IF = 6.1)
- One paper accepted in IJCAI 2025
- Three papers accepted in ICLR 2025 Workshops
- One paper accepted in Results in Applied Mathematics (IF=1.4)
- Three papers accepted in ICLR 2025
- Two papers accepted in AAAI 2025 Workshops
- One paper accepted in AAAI 2025
- One paper published in Advanced Intelligent Systems (IF=7.4)
- One paper accepted in WSDM 2025
- One paper accepted in NeurIPS 2024 WorkshopFM4Science
- One paper accepted in NeurIPS 2024
- Two papers accepted in CIKM 2024
Research Experience
The laboratory was established in March 2020 at Yonsei University and moved to KAIST in February 2024. Currently, it is involved in multiple research projects, including generative AI and a national representative LLM project.
Background
Research Interests: Deep Generative Models, Differential Equation-based Deep Learning, Graph Convolutional Networks, Recommendation (Collaborative Filtering and Sequential Recommendation), Scientific Foundation Model, Physics-informed Neural Network, Operator Learning, Tabular Data Synthesis and Representation Learning, Time Series/Spatiotemporal Synthesis, Forecasting, and Anomaly Detection.
Miscellany
News:
- The lab's codes and data can be found at https://github.com/bigdyl-kaist.
- KAIST BigDyL has been selected for the LG AI Research Institute's generative AI leading talent cultivation project.
- KAIST BigDyL has been selected for the NC AI independent AI foundation model project (tentatively named the national representative LLM project).
- A project titled 'LLM-driven Chain-of-Thought Analysis for Tabular Data' will be supported by Microsoft Research Asia, and Yehjin Shin will visit Microsoft Research Asia in Beijing for her internship.
- Samsung Future Technology Fostering Center has selected a scientific foundation model research proposal.