Ian Knight
/ Ugrad @ Georgia Tech
I'm a senior at Georgia Tech studying Computer Science and Physics. Currently, I'm working with Dr. Eva Dyer and the NERDs Lab on NeuroML research. Previously, I've worked with Dr. Mustapha at Argonne National Laboratory and Dr. Aaron Young at Georgia Tech. My areas of interest include machine learning, neuroscience, and computational physics.
Latest Publication
News
- 2024-08-27I give poster and oral presentations on PINNs for beam parameter extraction at LINAC 2024.
Education
- Applying to PhD Programs. December 2024
- B.S. in Computer Science, Georgia Tech. December 2024
Work Experience
- Research Assistant, NERDs Lab. Summer 2024
- Lee Teng Intern, Argonne National Laboratory. Summer 2023
- Software Engineering Intern, Rystad Energy. Summer 2022
Publications
- I.J. Knight and B. Mustapha (2024). Beam emittance and Twiss parameters from pepper-pot images using physically informed neural nets. Proceedings of the 32nd Linear Accelerator Conference (LINAC’24). Accepted. (Selected Oral Top 10%)
- Azabou, M., Pan, K. X., Arora, V., Knight, I.J., Dyer, E. L., & Richards, B. A. (2024). Multi-session, multi-task neural decoding from distinct cell-types and brain regions. ICLR 2025 Conference Submission. Under Review.
- Maldonado-Contreras, J., Johnson, C., Knight, I., Sawant, A., Zhou, S., Kim, H., Herrin, K., & Young, A. (2024). Transfer Learning for Walking Speed Estimation Across Novel Prosthetic Devices and Populations. IEEE ICRA. Under Review.
- Maldonado-Contreras, J. Y., Johnson, C., Zhou, J., Kim, H., Knight, I.J., & Young, A. J. (2024). Real-time continual learning for speed estimation in lower-limb powered prosthesis. IEEE Trans. on Medical Robotics & Bionics. Under Review.
Under Review
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