Aaron Berk

13 papers Misc 2Journal 11
YearRankTypeTitle / Venue / Authors
2024 J jnl
Square Root LASSO: Well-Posedness, Lipschitz Stability, and the Tuning Trade-Off.
SIAM J. Optim.
Aaron Berk, Simone Brugiapaglia, Tim Hoheisel
2023 Misc conf
Deep Proximal Gradient Method for Learned Convex Regularizers.
ICASSP
Aaron Berk, Yanting Ma, Petros Boufounos, Pu Wang, Hassan Mansour
2023 J jnl
LASSO Reloaded: A Variational Analysis Perspective with Applications to Compressed Sensing.
SIAM J. Math. Data Sci.
Aaron Berk, Simone Brugiapaglia, Tim Hoheisel
2023 J jnl
Model-adapted Fourier sampling for generative compressed sensing.
CoRR
Aaron Berk, Simone Brugiapaglia, Yaniv Plan, Matthew Scott, Xia Sheng, Özgür Yilmaz
2022 J jnl
A Coherence Parameter Characterizing Generative Compressed Sensing With Fourier Measurements.
IEEE J. Sel. Areas Inf. Theory
Aaron Berk, Simone Brugiapaglia, Babhru Joshi, Yaniv Plan, Matthew Scott, Özgür Yilmaz
2022 J jnl
A coherence parameter characterizing generative compressed sensing with Fourier measurements.
CoRR
Aaron Berk, Simone Brugiapaglia, Babhru Joshi, Yaniv Plan, Matthew Scott, Özgür Yilmaz
2022 J jnl
LASSO reloaded: a variational analysis perspective with applications to compressed sensing.
CoRR
Aaron Berk, Simone Brugiapaglia, Tim Hoheisel
2022 J jnl
Learning from few examples: Classifying sex from retinal images via deep learning.
CoRR
Aaron Berk, Gulcenur Ozturan, Parsa Delavari, David Maberley, Özgür Yilmaz, Ipek Oruc
2022 J jnl
On the Best Choice of Lasso Program Given Data Parameters.
IEEE Trans. Inf. Theory
Aaron Berk, Yaniv Plan, Özgür Yilmaz
2021 Misc conf
Deep Generative Demixing: Error Bounds for Demixing Subgaussian Mixtures of Lipschitz Signals.
ICASSP
Aaron Berk
2020 J jnl
Deep generative demixing: Recovering Lipschitz signals from noisy subgaussian mixtures.
CoRR
Aaron Berk
2020 J jnl
On the best choice of Lasso program given data parameters.
CoRR
Aaron Berk, Yaniv Plan, Özgür Yilmaz
2018 J jnl
Parameter instability regimes for sparse proximal denoising programs.
CoRR
Aaron Berk, Yaniv Plan, Özgür Yilmaz