Scarlett, Jonathan;Heckel, Reinhard;Rodrigues, Miguel R. D.;Hand, Paul;Eldar, Yonina C.
Theoretical Perspectives on Deep Learning Methods in Inverse Problems
IEEE Journal on Selected Areas in Information Theory
2023
1-1

Klug, T.; Heckel, R.
Scaling laws for deep learning based image reconstruction
International Conference on Learning Representations (ICLR)
2023

Mansour, Y.; Heckel, R.
Zero-Shot Noise2Noise: Efficient Image Denoising without any Data
Conference on Computer Vision and Pattern Recognition (CVPR)
2023

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