Klug, Tobit;Heckel, ReinhardScaling Laws For Deep Learning Based Image Reconstruction2022
Yilmaz, Fatih Furkan;Heckel, ReinhardTest-time recalibration of conformal predictors under distribution shift based on unlabeled examples2023
LeJeune, Daniel;Liu, Jiayu;Heckel, ReinhardMonotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization2022
Lin, Kang;Heckel, ReinhardVision Transformers Enable Fast and Robust Accelerated MRIMedical Imaging with Deep Learning2022
Levick, Kel;Heckel, Reinhard;Shomorony, IlanAchieving the Capacity of a DNA Storage Channel with Linear Coding Schemes2021
Yilmaz, Fatih Furkan;Heckel, ReinhardRegularization-wise double descent: Why it occurs and how to eliminate it2022
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 storageCommunications Biology202251
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, DenisEmerging Approaches to DNA Data Storage: Challenges and ProspectsACS Nano2022161117552-17571
Rey, Samuel;Segarra, Santiago;Heckel, Reinhard;Marques, Antonio G.Untrained Graph Neural Networks for DenoisingarXiv2021
Heckel, ReinhardProvable Continual Learning via Sketched Jacobian Approximations2021