Explanations can be manipulated and geometry is to blame AK Dombrowski, M Alber, CJ Anders, M Ackermann, KR Müller, P Kessel Advances in Neural Information Processing Systems 32 (2019): 13589-13600., 2019 | 325 | 2019 |
Fairwashing explanations with off-manifold detergent C Anders, P Pasliev, AK Dombrowski, KR Müller, P Kessel International Conference on Machine Learning, 314-323, 2020 | 90 | 2020 |
Representation engineering: A top-down approach to ai transparency A Zou, L Phan, S Chen, J Campbell, P Guo, R Ren, A Pan, X Yin, ... arXiv preprint arXiv:2310.01405, 2023 | 74 | 2023 |
Towards robust explanations for deep neural networks AK Dombrowski, CJ Anders, KR Müller, P Kessel Pattern Recognition 121, 108194, 2022 | 61 | 2022 |
CNN cascades for segmenting sparse objects in gigapixel whole slide images M Gadermayr, AK Dombrowski, BM Klinkhammer, P Boor, D Merhof Computerized Medical Imaging and Graphics 71, 40-48, 2019 | 60 | 2019 |
CNN cascades for segmenting whole slide images of the kidney M Gadermayr, AK Dombrowski, BM Klinkhammer, P Boor, D Merhof arXiv preprint arXiv:1708.00251, 2017 | 28 | 2017 |
Diffeomorphic explanations with normalizing flows AK Dombrowski, JE Gerken, P Kessel ICML Workshop on Invertible Neural Networks, Normalizing Flows, and Explicit …, 2021 | 14 | 2021 |
Representation Engineering: A Top-Down Approach to AI Transparency, October 2023 A Zou, L Phan, S Chen, J Campbell, P Guo, R Ren, A Pan, X Yin, ... URL http://arxiv. org/abs/2310.01405, 0 | 8 | |
Cnn cascades for segmenting whole slide images of the kidney. arxiv 2017 M Gadermayr, AK Dombrowski, BM Klinkhammer, P Boor, D Merhof arXiv preprint arXiv:1708.00251 2, 0 | 7 | |
Diffeomorphic counterfactuals with generative models AK Dombrowski, JE Gerken, KR Müller, P Kessel IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023 | 6 | 2023 |
The wmdp benchmark: Measuring and reducing malicious use with unlearning N Li, A Pan, A Gopal, S Yue, D Berrios, A Gatti, JD Li, AK Dombrowski, ... arXiv preprint arXiv:2403.03218, 2024 | 4 | 2024 |
CNN cascades for segmenting whole slide images of the kidney. CoRR M Gadermayr, AK Dombrowski, BM Klinkhammer, P Boor, D Merhof | 4 | 2017 |
A geometrical perspective on explanations for deep neural networks AK Dombrowski Technische Universität Berlin, 2023 | | 2023 |
Automated Dissipation Control for Turbulence Simulation with Shell Models AK Dombrowski, KR Müller, WC Müller arXiv preprint arXiv:2201.02485, 2022 | | 2022 |
Deformation measurement from atomic-resolution images using geometric phase analysis AK Dombrowski | | |