Roman Alejandro Jacome Carrascal
I am a Ph.D. student in electronics engineering at the Universidad Industrial de Santander (UIS), where I work with Prof. Henry Arguello on computational imaging, signal processing, imaging inverse problems, and integrated sensing and communications (ISAC). My research studies how optical coding, inverse-problem algorithms, learning-driven optimization, reinforcement learning approaches for designining new solvers that can make sensing systems more efficient and reliable.
News
- CVPR 2026: paper accepted (GSNR: Graph Smooth Null-Space Representation for Inverse Problems) and recognized as an Outstanding Reviewer (top 5%).
- ICASSP 2026: accepted work on performance bounds for relative-phase estimation in multi-agent wireless systems.
- IEEE TGRS: new journal paper on optically authenticated hyperspectral imaging.
- NeurIPS 2025: accepted work on non-linear projections of the null space for imaging inverse problems.
- ICASSP 2025: IEEE ICASSP 2025 Student Travel Grant and four accepted papers.
Research Focus
- Learned regularization and preconditioning techniques for imaging inverse problems.
- Reinforcement learning and agentic AI for designing new inverse problems solvers.
- Computational imaging hardware that jointly optimizes optics and reconstruction networks.
Highlighted Papers
CVPR 2026 Conference 2026GSNR: Graph Smooth Null-Space Representation for Inverse Problems
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NeurIPS 2025 Conference 2025NPN: Non-Linear Projections of the Null-Space for Imaging Inverse Problems
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IEEE Transactions on Computational Imaging Journal 2025Distilling Knowledge for Designing Computational Imaging Systems
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IEEE Transactions on Geoscience and Remote Sensing Journal 2025Optically Authenticated Hyperspectral Imaging: Detection and Restoration of Manipulated Data
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IEEE Signal Processing Magazine Journal 2024An Invitation to Hypercomplex Phase Retrieval: Theory and Applications
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IEEE Journal of Selected Topics in Signal Processing Journal 2024DoDo: Double DOE Optical System for Multishot Spectral Imaging
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Optica Journal 2023Middle Output Regularized End-to-End Optimization for Computational Imaging
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IEEE Journal of Selected Topics in Signal Processing Journal 2022D²UF: Deep Coded Aperture Design and Unrolling Algorithm for Compressive Spectral Image Fusion
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See the publications page for the full list of journal and conference papers.
Teaching & Mentorship
I have lectured the undergraduate Numerical Methods course at UIS (2024-II and 2025-I) and served on the graduate Digital Signal Processing teaching team (2024-II). I also mentor undergraduate researchers working on computational imaging and learning-based inverse problems.
Service
I review for IEEE JSTSP, Optics Express, IEEE Transactions on Communications, TMLR, CVPR (Outstanding Reviewer 2026, top 5%), ICCV, BMVC, and NeurIPS.