Variational autoencoders pursue pca directions (by accident) M Rolinek, D Zietlow, G Martius Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019 | 166 | 2019 |
Deep graph matching via blackbox differentiation of combinatorial solvers M Rolínek, P Swoboda, D Zietlow, A Paulus, V Musil, G Martius Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23 …, 2020 | 108 | 2020 |
Bridging the gap to real-world object-centric learning M Seitzer, M Horn, A Zadaianchuk, D Zietlow, T Xiao, CJ Simon-Gabriel, ... | 80 | 2023 |
Assaying out-of-distribution generalization in transfer learning F Wenzel, A Dittadi, P Gehler, CJ Simon-Gabriel, M Horn, D Zietlow, ... Advances in Neural Information Processing Systems 35, 7181-7198, 2022 | 59 | 2022 |
Leveling down in computer vision: Pareto inefficiencies in fair deep classifiers D Zietlow, M Lohaus, G Balakrishnan, M Kleindessner, F Locatello, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022 | 45 | 2022 |
Demystifying Inductive Biases for (Beta-)VAE Based Architectures D Zietlow, M Rolinek, G Martius International Conference on Machine Learning 38, 2021 | 29 | 2021 |
Machine learning time-local generators of open quantum dynamics PP Mazza, D Zietlow, F Carollo, S Andergassen, G Martius, I Lesanovsky Physical Review Research 3 (2), 023084, 2021 | 24 | 2021 |
Embrace the gap: VAEs perform independent mechanism analysis P Reizinger, L Gresele, J Brady, J Von Kügelgen, D Zietlow, B Schölkopf, ... Advances in Neural Information Processing Systems 35, 12040-12057, 2022 | 20 | 2022 |
A data augmentation perspective on diffusion models and retrieval MF Burg, F Wenzel, D Zietlow, M Horn, O Makansi, F Locatello, C Russell arXiv, 2023 | 19 | 2023 |
Causal triplet: An open challenge for intervention-centric causal representation learning Y Liu, A Alahi, C Russell, M Horn, D Zietlow, B Schölkopf, F Locatello Conference on Causal Learning and Reasoning, 553-573, 2023 | 9 | 2023 |
Observation of the quantum shift of a backward rescattering caustic by carrier-envelope phase mapping T Mizuno, N Ishii, T Kanai, P Rosenberger, D Zietlow, MF Kling, ... Physical Review A 103 (4), 043121, 2021 | 9 | 2021 |
All-optical spatio-temporal control of electron emission from SiO2 nanospheres with femtosecond two-color laser fields Q Liu, S Zherebtsov, L Seiffert, S Skruszewicz, D Zietlow, S Ahn, P Rupp, ... New journal of physics 21 (7), 073011, 2019 | 9 | 2019 |
Invgan: invertible gans P Ghosh, D Zietlow, MJ Black, LS Davis, X Hu DAGM German Conference on Pattern Recognition, 3-19, 2022 | 7 | 2022 |
Leveling down in computer vision: Pareto inefficiencies in fair deep classifiers. In 2022 IEEE D Zietlow, M Lohaus, G Balakrishnan, M Kleindessner, F Locatello, ... CVF Conference on Computer Vision and Pattern Recognition (CVPR), 10400-10411, 2022 | 5 | 2022 |
Self-tuning serverless task farming using proactive elasticity control S Kehrer, D Zietlow, J Scheffold, W Blochinger Cluster Computing 24, 799-817, 2021 | 5 | 2021 |
Image retrieval outperforms diffusion models on data augmentation MF Burg, F Wenzel, D Zietlow, M Horn, O Makansi, F Locatello, C Russell arXiv preprint arXiv:2304.10253, 2023 | 4 | 2023 |
Object-centric multiple object tracking Z Zhao, J Wang, M Horn, Y Ding, T He, Z Bai, D Zietlow, CJ Simon-Gabriel, ... Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023 | 4 | 2023 |
Inferring Markovian quantum master equations of few-body observables in interacting spin chains F Carnazza, F Carollo, D Zietlow, S Andergassen, G Martius, ... New Journal of Physics 24 (7), 073033, 2022 | 3 | 2022 |
Unsupervised Open-Vocabulary Object Localization in Videos K Fan, Z Bai, T Xiao, D Zietlow, M Horn, Z Zhao, CJ Simon-Gabriel, ... Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023 | 1 | 2023 |
Clearing the Path for Truly Semantic Representation Learning D Zietlow, M Rolinek, G Martius | | |