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Lin, Kang;Heckel, Reinhard
Vision Transformers Enable Fast and Robust Accelerated MRI
Proceedings of The 5th International Conference on Medical Imaging with Deep Learning
PMLR
2022

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Yilmaz, Fatih Furkan;Heckel, Reinhard
Regularization-wise double descent: Why it occurs and how to eliminate it
2022 IEEE International Symposium on Information Theory (ISIT)
2022

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Darestani, Mohammad Zalbagi;Liu, Jiayu;Heckel, Reinhard
Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed Sensing
Proceedings of the 39th International Conference on Machine Learning
PMLR
2022

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Levick, Kel;Heckel, Reinhard;Shomorony, Ilan
Achieving the Capacity of a DNA Storage Channel with Linear Coding Schemes
CoRR
2022
abs/2112.01630

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Heckel, Reinhard;
Provable Continual Learning via Sketched Jacobian Approximations
International Conference on Artificial Intelligence and Statistics (AISTATS)
2022

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Levick, Kel;Heckel, Reinhard;Shomorony, Ilan
Achieving the Capacity of a DNA Storage Channel with Linear Coding Schemes
2021

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

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

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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

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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