It's not meaningful, though it isn't meaningless

Academic Career 

Study Interest – Formulating a physics-based theoretical framework to investigate the fundamental properties of deep learning

Current position - Department of Physics in Korea Advanced Institute of Science and Technology

02/2023 - current   Integrated master's/doctoral course in KAIST, Particle Theory Group

02/2018 - 02/2023  B.S in Physics at KAIST (Second major in Mathematical science)

Research

1. Dynamic neuron approach to deep neural networks - Phys. Rev. Research (arXiv:2410.00396)

2. Synaptic Field Theory for Neural Networks - Phys. Rev. D (arXiv:2503.08827)

3. Bulk Boundary Decomposition of neural networks (arXiv:2511.02003)

4. GlueNN: gluing patchwise analytic solutions with neural networks (arXiv:2601.05889)

Conference

1. Attended KPS fall meeting 10/25/2023 - 10/27/2023

2. Attended KPS spring meeting 4/24/2024 - 4/26/2024

3. Attended Light Dark World 2024 12/08/2024 - 15/08/2024

4. Presented (oral) KPS spring meeting 4/23/2025 - 4/25/2025

5. Attended Symmetries in Quantum Field Theory and Particle Physics 6/30/2025 - 7/11/2025

6. Presented (poster) StatPhys29 7/12/2025 - 7/19/2025

7. Presented (poster) KPS meeting - Daejeon, Chungnam, and Sejong Branch 7/24/2025

Seminar

1. Presented lab internal seminar : presented on 01/18-01/19 and 02/15-02/16 in 2023

Review article : Ising model and Its Critical Phenomena

2. Presented in Quantum Gravity Class : presented on 05/01 2024

Review article : Viscosity in Strongly Interacting Quanntum Field Theories from Black Hole Physics

3. Attended in Commentary Lectures on Nobel Prize Winning Achievement by College of Natural Sciences at KAIST on 11/13 2024

4. Attended in invited talk about Synaptic Field Theory at KAIST on 10/15 2025

5. Feature learning from realistic inputs: from toy models to deep neural networks (SISSA) on 11/25 2025

6. Attended in invited talk about our researches at KAIST on 02/25 2026

7. Attended in invited talk about our researches at SNU on 02/26 2026

8. Attended in Graduate School of AI for Math Opening Workshop at KAIST on 03/06 2026

Study Group

1. Attended in Quantum Field Theory study group 01/18/2023 - 08/07/2024

2. Attended in Quantum Field Theory study group 03/05/2025 - present

3. Lead Particle Physics study group 12/22/2023 - 05/10/2024

4. Attended in Cosmology study group 09/21/2023 - 11/9/2023

5. Attended in study group of free topics in physics 05/20/2024 - present 

6. Attended AI+HEP journal club 05/2025 -present

Teaching Assistance

1. Undergraduate Quantum Mechanics 2 in 2023  Homework & Exam Solutions

Contact

E-mail : dhlee641@kaist.ac.kr

Group: Particle Theory Group (Room 4320 in E6-2, +82-42-350-7357)