1.2k citations · 2.4k across the 94 of their papers we have counts for
Showing 2023 · cs.LGShow all
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cs.LG2023★ 1 cited
Optimization Guarantees of Unfolded ISTA and ADMM Networks With Smooth Soft-Thresholding
Shaik Basheeruddin Shah, Pradyumna Pradhan, Wei Pu +3
Solving linear inverse problems plays a crucial role in numerous applications. Algorithm unfolding based, model-aware data-driven approaches have gained significant attention for e…
cs.LG2023★ 3 cited
Generalization and Estimation Error Bounds for Model-based Neural Networks
Avner Shultzman, Eyar Azar, Miguel R. D. Rodrigues +1
Model-based neural networks provide unparalleled performance for various tasks, such as sparse coding and compressed sensing problems. Due to the strong connection with the sensing…