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Career

· Research Scientist, Rigetti Computing2025–
· Research Assistant, University of California, Berkeley

Publications (23)

Sparsity adaptive matching pursuit algorithm for practical compressed sensing
Asilomar Conference on Signals, Systems and Computers · 2008
572
cited
Fast and Efficient Compressive Sensing Using Structurally Random Matrices
IEEE Transactions on Signal Processing · 2011
373
cited
Robust Lasso With Missing and Grossly Corrupted Observations
IEEE Transactions on Information Theory · 2011
163
cited
Net-Trim: Convex Pruning of Deep Neural Networks with Performance Guarantee
Neural Information Processing Systems · 2016
157
cited
Exact Recoverability From Dense Corrupted Observations via $\ell _{1}$-Minimization
IEEE Transactions on Information Theory · 2011
123
cited
Linear Convergence of Stochastic Iterative Greedy Algorithms With Sparse Constraints
IEEE Transactions on Information Theory · 2014
105
cited
The recoverability limit for superresolution via sparsity
arXiv.org · 2015
89
cited
A fast and efficient algorithm for low-rank approximation of a matrix
Symposium on the Theory of Computing · 2009
73
cited
Tensor sparsification via a bound on the spectral norm of random tensors
arXiv.org · 2010
61
cited
Robust multi-sensor classification via joint sparse representation
Fusion · 2011
58
cited
Collaborative Multi-Sensor Classification Via Sparsity-Based Representation
IEEE Transactions on Signal Processing · 2014
30
cited
Net-Trim: A Layer-wise Convex Pruning of Deep Neural Networks
arXiv.org · 2016
16
cited
Sparse image super-resolution via superset selection and pruning
IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing · 2013
12
cited
Adaptive dynamics with hybrid response
SIGGRAPH Asia Technical Briefs · 2012
10
cited
Matrix sparsification via the Khintchine inequality
2010
9
cited
A fast and efficient heuristic nuclear-norm algorithm for affine rank minimization
IEEE International Conference on Acoustics, Speech, and Signal Processing · 2009
7
cited
THE STABILITY OF REGULARIZED ORTHOGONAL MATCHING PURSUIT ALGORITHM
2007
7
cited
A Scale Invariant Measure of Flatness for Deep Network Minima
IEEE International Conference on Acoustics, Speech, and Signal Processing · 2021
4
cited
Multi-sensor joint kernel sparse representation for personnel detection
European Signal Processing Conference · 2012
2
cited
A FAST AND EFFICIENT HEURISTIC NUCLEAR-NORM ALGORITHM FOR AFFINE RANKMINIMIZATION
2009
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