| 2023 | MICCAI | B-Cos Aligned Transformers Learn Human-Interpretable Features. | Manuel Tran, Amal Lahiani, Yashin Dicente Cid, Melanie Boxberg, Peter Lienemann, Christian Matek, Sophia J. Wagner, Fabian J. Theis, Eldad Klaiman, Tingying Peng |
| 2022 | MICCAI | Local Attention Graph-Based Transformer for Multi-target Genetic Alteration Prediction. | Daniel Reisenbchler, Sophia J. Wagner, Melanie Boxberg, Tingying Peng |
| 2022 | MICCAI | S5CL: Unifying Fully-Supervised, Self-supervised, and Semi-supervised Learning Through Hierarchical Contrastive Learning. | Manuel Tran, Sophia J. Wagner, Melanie Boxberg, Tingying Peng |
| 2021 | MICCAI | Structure-Preserving Multi-domain Stain Color Augmentation Using Style-Transfer with Disentangled Representations. | Sophia J. Wagner, Nadieh Khalili, Raghav Sharma, Melanie Boxberg, Carsten Marr, Walter de Back, Tingying Peng |
| 2019 | MICCAI | Multi-task Learning of a Deep K-Nearest Neighbour Network for Histopathological Image Classification and Retrieval. | Tingying Peng, Melanie Boxberg, Wilko Weichert, Nassir Navab, Carsten Marr |