Kang Lin, Anselm Krainovic, Kun Wang, Reinhard Heckel
Improving Deep Learning for Accelerated MRI With Data Filtering
Conference on Neural Information Processing Systems (NeurIPS)
2025

Anne M Luescher, Reinhard Heckel, Robert N Grass
Exploring the intersection of natural sciences and information technology via entropy and randomness
Nature Communications
2025

Andreas L Gimpel, Alex Remschak, Wendelin J Stark, Reinhard Heckel, Robert N Grass
Comparison of state-of-the-art error-correction coding for sequence-based DNA data storage
bioRxiv
2025

Onat Dalmaz, Arjun D Desai, Reinhard Heckel, Tolga Çukur, Akshay S Chaudhari, Brian A Hargreaves
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions
International Conference on Machine Learning (ICML)
2025

Reinhard Heckel
Deep learning for computational imaging
Oxford University Press
2025

Stefan Bamberger, Reinhard Heckel, Felix Krahmer
Approximating positive homogeneous functions with scale invariant neural networks
Journal of Approximation Theory
2025

Simon Wiedemann, Zalan Fabian, Mahdi Soltanolkotabi, Reinhard Hecke
ProPicker: Promptable Segmentation for Particle Picking in Cryogenic Electron Tomography
bioRxiv
2025

Youssef Mansour, Reinhard Heckel
Measuring Bias of Web-filtered Text Datasets and Bias Propagation Through Training
Conference on Neural Information Processing Systems (NeurIPS)
2025

Samir Yitzhak Gadre, Georgios Smyrnis, Vaishaal Shankar, Suchin Gururangan, Mitchell Wortsman, Rulin Shao, Jean Mercat, Alex Fang, Jeffrey Li, Sedrick Keh, Rui Xin, Marianna Nezhurina, Igor Vasiljevic, Jenia Jitsev, Luca Soldaini, Alexandros G Dimakis, Gabriel Ilharco, Pang Wei Koh, Shuran Song, Thomas Kollar, Yair Carmon, Achal Dave, Reinhard Heckel, Niklas Muennighoff, Ludwig Schmidt
Language models scale reliably with over-training and on downstream tasks
International Conference on Learning Representations (ICLR)
2025

Tobit Klug, Kun Wang, Stefan Ruschke, Reinhard Heckel
MotionTTT: 2D Test-Time-Training Motion Estimation for 3D Motion Corrected MRI
Conference on Neural Information Processing Systems (NeurIPS)
2024