Elad Romanov

According to our database, Elad Romanov authored at least 14 papers between 2017 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

On the Noise Sensitivity of the Randomized SVD.

Elad Romanov

IEEE Trans. Inf. Theory, May, 2025

Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing.

Elad Romanov, Fangzhao Zhang, Mert Pilanci

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2023

Tyler's and Maronna's M-estimators: Non-asymptotic concentration results.

Elad Romanov, Gil Kur, Boaz Nadler

J. Multivar. Anal., 2023

2022

Matrix Denoising with Partial Noise Statistics: Optimal Singular Value Shrinkage of Spiked F-Matrices.

Matan Gavish, William E. Leeb, Elad Romanov

CoRR, 2022

On the Role of Channel Capacity in Learning Gaussian Mixture Models.

Elad Romanov, Tamir Bendory, Or Ordentlich

Proceedings of the Conference on Learning Theory, 2-5 July 2022, London, UK., 2022

Spiked Covariance Estimation from Modulo-Reduced Measurements.

Elad Romanov, Or Ordentlich

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Selected Problems in Signal Estimation and Recovery : By Elad Romanov. (כותר נוסף בעברית: בעיות נבחרות בשערוך אותות).

Elad Romanov

PhD thesis, 2021

Optimal Spectral Shrinkage and PCA With Heteroscedastic Noise.

William E. Leeb, Elad Romanov

IEEE Trans. Inf. Theory, 2021

Multi-Reference Alignment in High Dimensions: Sample Complexity and Phase Transition.

Elad Romanov, Tamir Bendory, Or Ordentlich

SIAM J. Math. Data Sci., 2021

On Compressed Sensing of Binary Signals for the Unsourced Random Access Channel.

Elad Romanov, Or Ordentlich

Entropy, 2021

2019

Above the Nyquist Rate, Modulo Folding Does Not Hurt.

Elad Romanov, Or Ordentlich

IEEE Signal Process. Lett., 2019

Blind Unwrapping of Modulo Reduced Gaussian Vectors: Recovering MSBs from LSBs.

Elad Romanov, Or Ordentlich

Proceedings of the IEEE International Symposium on Information Theory, 2019

2018

The Noise-Sensitivity Phase Transition in Spectral Group Synchronization Over Compact Groups.

Elad Romanov, Matan Gavish

CoRR, 2018

2017

Near-optimal matrix recovery from random linear measurements.

Elad Romanov, Matan Gavish

CoRR, 2017