Bamberger, Stefan; Heckel, Reinhard; Krahmer, Felix
Potential and Limitations of Neural Networks for Recovery of Sparse Signals
2021

Lin, Kang; Heckel, Reinhard;
Vision Transformers Enable Fast and Robust Accelerated MRI
MIDL 2022 Conference Submission
2021

Donhauser, Konstantin; Tifrea, Alexandru; Aerni, Michael; Heckel, Reinhard; Yang, Fanny;
Interpolation can hurt robust generalization even when there is no noise
Conference on Neural Information Processing Systems (NeurIPS)
2021

Darestani, Mohammad Zalbagi;Chaudhari, Akshay S;Heckel, Reinhard
Measuring Robustness in Deep Learning Based Compressive Sensing
Proceedings of the 38th International Conference on Machine Learning
PMLR
2021

Heckel, Reinhard
DNA als digitales Speichermedium
BIOspektrum
2021
27
2
215-216

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

Donhauser, Konstantin;Tifrea, Alexandru;Aerni, Michael;Heckel, Reinhard;Yang, Fanny
Maximizing the robust margin provably overfits on noiseless data
ICML 2021 Workshop on Adversarial Machine Learning
2021

Fabian, Zalan; Heckel, Reinhard; Soltanolkotabi, Mahdi
Data augmentation for deep learning based accelerated MRI reconstruction with limited data
Proceedings of the 38th International Conference on Machine Learning
PMLR
2021

Darestani, Mohammad Zalbagi;Heckel, Reinhard
Accelerated MRI With Un-Trained Neural Networks
IEEE Transactions on Computational Imaging
2021
7
724-733

Rey, Samuel;Segarra, Santiago;Heckel, Reinhard;Marques, Antonio G.
Untrained Graph Neural Networks for Denoising
2021