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C. S. Sastry

2 accepted papers

2025

Learned ReLU-Based Soft Thresholding: A Data-Driven Method for Non-Negative Sparse Signal Recovery

ICASSP 2025accepted

Linear Inverse Problems (LIPs) with non-negative sparse constraints on the target signal are critical in numerous applications across various fields. Among the recently proposed methods dealing with LIPs, model-based deep learning methods, particularly deep unrolling, have gained popularity due to t…

Cited by 0SourceScholar
2024

Unrolled Proximal Gradient Descent Method for Non-Negative Least Squares Problem

ICASSP 2024accepted

The non-negative least squares (NNLS) aims at finding a non-negative approximation of a matrix system. Such an approximation has been realized in the literature via some iterative methods. Recently, unrolling algorithms have gained significant attention due to their superior approximation results co…

Cited by 0SourceScholar