Aaron Berk

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 13

Top Topics

Gradient Method

Compressed Sensing

Top Venues

IEEE Trans. Inf. Theory

Publications

Aaron Berk, Simone Brugiapaglia, Tim Hoheisel
Square Root LASSO: Well-Posedness, Lipschitz Stability, and the Tuning Trade-Off. SIAM J. Optim. 34 (3) (2024)
Aaron Berk, Yanting Ma, Petros Boufounos, Pu Wang, Hassan Mansour
Deep Proximal Gradient Method for Learned Convex Regularizers. ICASSP (2023)
Aaron Berk, Simone Brugiapaglia, Tim Hoheisel
LASSO Reloaded: A Variational Analysis Perspective with Applications to Compressed Sensing. SIAM J. Math. Data Sci. 5 (4) (2023)
Aaron Berk, Simone Brugiapaglia, Yaniv Plan, Matthew Scott, Xia Sheng, Özgür Yilmaz
Model-adapted Fourier sampling for generative compressed sensing. CoRR (2023)
Aaron Berk, Gulcenur Ozturan, Parsa Delavari, David Maberley, Özgür Yilmaz, Ipek Oruc
Learning from few examples: Classifying sex from retinal images via deep learning. CoRR (2022)
Aaron Berk, Simone Brugiapaglia, Tim Hoheisel
LASSO reloaded: a variational analysis perspective with applications to compressed sensing. CoRR (2022)
Aaron Berk, Simone Brugiapaglia, Babhru Joshi, Yaniv Plan, Matthew Scott, Özgür Yilmaz
A Coherence Parameter Characterizing Generative Compressed Sensing With Fourier Measurements. IEEE J. Sel. Areas Inf. Theory 3 (3) (2022)
Aaron Berk, Simone Brugiapaglia, Babhru Joshi, Yaniv Plan, Matthew Scott, Özgür Yilmaz
A coherence parameter characterizing generative compressed sensing with Fourier measurements. CoRR (2022)
Aaron Berk, Yaniv Plan, Özgür Yilmaz
On the Best Choice of Lasso Program Given Data Parameters. IEEE Trans. Inf. Theory 68 (4) (2022)
Aaron Berk
Deep Generative Demixing: Error Bounds for Demixing Subgaussian Mixtures of Lipschitz Signals. ICASSP (2021)
Aaron Berk
Deep generative demixing: Recovering Lipschitz signals from noisy subgaussian mixtures. CoRR (2020)
Aaron Berk, Yaniv Plan, Özgür Yilmaz
On the best choice of Lasso program given data parameters. CoRR (2020)
Aaron Berk, Yaniv Plan, Özgür Yilmaz
Parameter instability regimes for sparse proximal denoising programs. CoRR (2018)