Shomorony, Ilan;Heckel, Reinhard
Information-Theoretic Foundations of DNA Data Storage
Foundations and Trends® in Communications and Information Theory
2022
19
1
1-106

LeJeune, Daniel; Liu, Jiayu; Heckel, Reinhard
Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization
2022

Yilmaz, Fatih Furkan; Heckel, Reinhard
Test-time recalibration of conformal predictors under distribution shift based on unlabeled examples
2022

Fraaz, Frederick; Heckel, Reinhard
Accelerated Magnetic Resonance Imaging with Flow-Based Priors
ISMRM
2022

Meiser, Linda C.;Gimpel, Andreas L.;Deshpande, Tejas;Libort, Gabriela;Chen, Weida D.;Heckel, Reinhard;Nguyen, Bichlien H.;Strauss, Karin;Stark, Wendelin J.;Grass, Robert N.
Information decay and enzymatic information recovery for DNA data storage
Communications Biology
2022
5
1

Rey, Samuel;Segarra, Santiago;Heckel, Reinhard;Marques, Antonio G.
Untrained Graph Neural Networks for Denoising
IEEE Transactions on Signal Processing
2022
70
5708-5723

Doricchi, Andrea;Platnich, Casey M.;Gimpel, Andreas;Horn, Friederikee;Earle, Max;Lanzavecchia, German;Cortajarena, Aitziber L.;Liz-Marzán, Luis M.;Liu, Na;Heckel, Reinhard;Grass, Robert N.;Krahne, Roman;Keyser, Ulrich F.;Garoli, Denis
Emerging Approaches to DNA Data Storage: Challenges and Prospects
ACS Nano
2022
16
11
17552-17571

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

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

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