Dongjin Seo
About Me
I am a PhD student at Yale University supervised by Professor Logan G. Wright. My research interests include scientific machine learning, foundation models for physical systems, and inverse design of photonic structures. I dream of contributing to the world with technology to make it a better place. I am partially supported by the Kwanjeong Scholarship.
Research Interests
- Foundation Model
- Scientific Machine Learning
- Photonics
- Nonlinear Optics
- Dynamical Systems
- Inverse Design
Education
- PhD in Applied Physics (in progress), Yale University
- MS in Electrical Engineering, KAIST
- BS in Electrical Engineering, KAIST
News
- [Oct. 2025] đź“ť One paper has been accepted to ACS Photonics!
- [Dec. 2024] đź“ť Two papers have been accepted to NeurIPS 2024 workshops!
- [Sep. 2024] 🥳 I started my academic journey as a PhD student!
Publications
-
J5
ASOptimizer™: optimizing antisense oligonucleotides through deep learning for IDO1 gene regulationMolecular Therapy Nucleic Acids, 2024 -
J3
Materials & Design, 2024 -
J2
ACS Photonics, 2022 -
J1
-
C9
NeurIPS 2024 Workshop / Machine Learning and the Physical Sciences (poster), Dec 2024 -
C8
NeurIPS 2024 Workshop / Data-driven and Differentiable Simulations (poster), Dec 2024 -
C7
CLEO-PR 2024 (poster), Aug 2024 -
C6
CLEO-PR 2024 (poster), Aug 2024 -
C5
-
C4
KCC 2023 (poster), Dec 2023 -
C3
Optica Imaging Congress (oral), Aug 2023 -
C2
SPIE Optical Engineering + Applications (oral), Oct 2022 -
C1
NANO KOREA 2022 (poster), Jul 2022
Preprint
Preprint
Journal
J6
J4
Conference
Services
Conference Reviewers
Journal Reviewers
Invited Talks
Invited Talk at McMahon Lab, Cornell University, Physics-guided and fabrication-aware inverse design using diffusion models, 2 Jul 2025 Invited Talk at KC ML2, Recent research trends, 25 Jan 2024 Invited Talk at META Research Lab, MIT, Structural optimization of one-dimensional freeform metagrating deflector via deep reinforcement learning, 9 Jun 2023
Powered by Jekyll and Minimal Light theme.