Rahul Parhi

According to our database, Rahul Parhi authored at least 17 papers between 2015 and 2024.

Collaborative distances:

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

2024

Distributional Extension and Invertibility of the \(\boldsymbol{k}\)-Plane Transform and Its Dual.

Rahul Parhi, Michael Unser

SIAM J. Math. Anal., 2024

Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression.

Joseph Shenouda, Rahul Parhi, Kangwook Lee, Robert D. Nowak

J. Mach. Learn. Res., 2024

Random ReLU Neural Networks as Non-Gaussian Processes.

Rahul Parhi, Pakshal Bohra, Ayoub El Biari, Mehrsa Pourya, Michael Unser

CoRR, 2024

2023

Deep Learning Meets Sparse Regularization: A signal processing perspective.

Rahul Parhi, Robert D. Nowak

IEEE Signal Process. Mag., September, 2023

Near-Minimax Optimal Estimation With Shallow ReLU Neural Networks.

Rahul Parhi, Robert D. Nowak

IEEE Trans. Inf. Theory, February, 2023

The Sparsity of Cycle Spinning for Wavelet-Based Solutions of Linear Inverse Problems.

Rahul Parhi, Michael Unser

IEEE Signal Process. Lett., 2023

Banach Space Optimality of Neural Architectures With Multivariate Nonlinearities.

Rahul Parhi, Michael Unser

CoRR, 2023

Weighted variation spaces and approximation by shallow ReLU networks.

Ronald A. DeVore, Robert D. Nowak, Rahul Parhi, Jonathan W. Siegel

CoRR, 2023

Vector-Valued Variation Spaces and Width Bounds for DNNs: Insights on Weight Decay Regularization.

Joseph Shenouda, Rahul Parhi, Kangwook Lee, Robert D. Nowak

CoRR, 2023

2022

What Kinds of Functions Do Deep Neural Networks Learn? Insights from Variational Spline Theory.

Rahul Parhi, Robert D. Nowak

SIAM J. Math. Data Sci., 2022

On Continuous-Domain Inverse Problems with Sparse Superpositions of Decaying Sinusoids as Solutions.

Rahul Parhi, Robert D. Nowak

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

Banach Space Representer Theorems for Neural Networks and Ridge Splines.

Rahul Parhi, Robert D. Nowak

J. Mach. Learn. Res., 2021

2020

The Role of Neural Network Activation Functions.

Rahul Parhi, Robert D. Nowak

IEEE Signal Process. Lett., 2020

Neural Networks, Ridge Splines, and TV Regularization in the Radon Domain.

Rahul Parhi, Robert D. Nowak

CoRR, 2020

2019

Minimum "Norm" Neural Networks are Splines.

Rahul Parhi, Robert D. Nowak

CoRR, 2019

2018

MP3: A More Efficient Private Presence Protocol.

Rahul Parhi, Michael Schliep, Nicholas Hopper

Proceedings of the Financial Cryptography and Data Security, 2018

2015

Fault-tolerant ripple-carry binary adder using partial triple modular redundancy (PTMR).

Rahul Parhi, Chris H. Kim, Keshab K. Parhi

Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015