Justin Romberg

Full Professor, ECE, Georgia Institute of Technology

Joined

June 2019

Names

Justin Romberg

Emails

****@ece.gatech.edu (Confirmed)

Personal Links

Homepage

Career & Education History

Full Professor

ECE, Georgia Institute of Technology (gatech.edu)

2016 – Present

Advisors, Relations & Conflicts

Advisor

Richard Baraniuk

Present

Postdoc Advisor

Emmanuel Candes

Present

Expertise

compressed sensing

Present

theory of reinforcement learning

Present

mathematical optimization

Present

computational imaging

Present

Publications

Level set methods for gradient-free optimization of metasurface arrays
Alex Saad-Falcon, Justin Romberg
- Scientific Reports
- Readers: Everyone
Subspace Tracking with Dynamical Models on the Grassmannian
Alex Saad-Falcon, Brighton Ancelin, Justin Romberg
- IEEE Sensor Array and Multichannel Signal Processing (SAM)
- Readers: Everyone
A Fast Broadband Beamspace Transformation
Justin Romberg
- SampTA 2025 InvitedTalk
- Readers: Everyone
Radon Implicit Field Transform (RIFT): Learning Scenes from Radar Signals
Daqian Bao, Alex Saad-Falcon, Justin Romberg
- Submitted to ICLR 2025
- Readers: Everyone
Rapid Grassmannian Averaging with Chebyshev Polynomials
Brighton Ancelin, Alex Saad-Falcon, Kason Ancelin, Justin Romberg
- Submitted to ICLR 2025
- Readers: Everyone
Precise asymptotics of reweighted least-squares algorithms for linear diagonal networks
Chiraag Kaushik, Justin Romberg, Vidya Muthukumar
- NeurIPS 2024 poster
- Readers: Everyone
PETAL: Physics Emulation Through Averaged Linearizations for Solving Inverse Problems
Jihui Jin, Etienne Ollivier, Richard Touret, Matthew McKinley, Karim Sabra, Justin Romberg
- NeurIPS 2023 poster
- Readers: Everyone
Connected Superlevel Set in (Deep) Reinforcement Learning and its Application to Minimax Theorems
Sihan Zeng, Thinh T. Doan, Justin Romberg
- NeurIPS 2023 poster
- Readers: Everyone
Incorporating Higher Order Constraints for Training Surrogate Models to Solve Inverse Problems
Jihui Jin, Nick Durofchalk, Richard Touret, Karim Sabra, Justin Romberg
- Published: 21 Oct 2022, Last Modified: 05 May 2023
- AI4Science Poster
- Readers: Everyone
Loop Unrolled Shallow Equilibrium Regularizer (LUSER) - A Memory-Efficient Inverse Problem Solver
Peimeng Guan, Jihui Jin, Justin Romberg, Mark A. Davenport
- Published: 21 Oct 2022, Last Modified: 05 May 2023
- AI4Science Poster
- Readers: Everyone

View all 13 publications

Justin Romberg

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors