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Zalbagi Darestani, Mohammad;Heckel, Reinhard
Accelerated MRI With Un-Trained Neural Networks
IEEE Transactions on Computational Imaging
2021
7
724-733
Dai, Zhenwei;Desai, Aditya;Heckel, Reinhard;Shrivastava, Anshumali
Active Sampling Count Sketch (ASCS) for Online Sparse Estimation of a Trillion Scale Covariance Matrix
2020
Huang, Wen;Hand, Paul;Heckel, Reinhard;Voroninski, Vladislav
A Provably Convergent Scheme for Compressive Sensing Under Random Generative Priors
Journal of Fourier Analysis and Applications
2021
27
2
Fabian, Zalan;Heckel, Reinhard;Soltanolkotabi, Mahdi
Data augmentation for deep learning based accelerated MRI reconstruction with limited data
2021
Shomorony, Ilan;Heckel, Reinhard
DNA-Based Storage: Models and Fundamental Limits
IEEE Transactions on Information Theory
2021
67
6
3675-3689
Heckel, Reinhard;Yilmaz, Fatih Furkan
Early Stopping in Deep Networks: Double Descent and How to Eliminate it
2020
Donhauser, Konstantin;Ţifrea, Alexandru;Aerni, Michael;Heckel, Reinhard;Yang, Fanny
Interpolation can hurt robust generalization even when there is no noise
2021
Darestani, Mohammad Zalbagi;Chaudhari, Akshay S.;Heckel, Reinhard
Measuring Robustness in Deep Learning Based Compressive Sensing
2021
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