Levick, Kel;Heckel, Reinhard;Shomorony, IlanAchieving the Capacity of a DNA Storage Channel with Linear Coding SchemesCoRR2022abs/2112.01630
Heckel, Reinhard;Provable Continual Learning via Sketched Jacobian ApproximationsInternational Conference on Artificial Intelligence and Statistics (AISTATS)2022
Bamberger, Stefan; Heckel, Reinhard; Krahmer, FelixPotential and Limitations of Neural Networks for Recovery of Sparse Signals2021
Lin, Kang; Heckel, Reinhard;Vision Transformers Enable Fast and Robust Accelerated MRIMIDL 2022 Conference Submission2021
Donhauser, Konstantin; Tifrea, Alexandru; Aerni, Michael; Heckel, Reinhard; Yang, Fanny;Interpolation can hurt robust generalization even when there is no noiseConference on Neural Information Processing Systems (NeurIPS)2021
Darestani, Mohammad Zalbagi;Chaudhari, Akshay S;Heckel, ReinhardMeasuring Robustness in Deep Learning Based Compressive SensingProceedings of the 38th International Conference on Machine LearningPMLR2021
Heckel, ReinhardDNA als digitales SpeichermediumBIOspektrum2021272215-216
Huang, Wen;Hand, Paul;Heckel, Reinhard;Voroninski, VladislavA Provably Convergent Scheme for Compressive Sensing Under Random Generative PriorsJournal of Fourier Analysis and Applications2021272
Donhauser, Konstantin;Tifrea, Alexandru;Aerni, Michael;Heckel, Reinhard;Yang, FannyMaximizing the robust margin provably overfits on noiseless dataICML 2021 Workshop on Adversarial Machine Learning2021
Fabian, Zalan; Heckel, Reinhard; Soltanolkotabi, MahdiData augmentation for deep learning based accelerated MRI reconstruction with limited dataProceedings of the 38th International Conference on Machine LearningPMLR2021