Klug, Tobit;Heckel, Reinhard
Scaling Laws For Deep Learning Based Image Reconstruction
2022

Yilmaz, Fatih Furkan;Heckel, Reinhard
Test-time recalibration of conformal predictors under distribution shift based on unlabeled examples
2023

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

Lin, Kang;Heckel, Reinhard
Vision Transformers Enable Fast and Robust Accelerated MRI
Medical Imaging with Deep Learning
2022

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

Yilmaz, Fatih Furkan;Heckel, Reinhard
Regularization-wise double descent: Why it occurs and how to eliminate it
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

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

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

Heckel, Reinhard
Provable Continual Learning via Sketched Jacobian Approximations
2021