From attribution maps to human-understandable explanations through Concept Relevance Propagation R Achtibat, M Dreyer, I Eisenbraun, S Bosse, T Wiegand, W Samek, ... Nature Machine Intelligence 5 (9), 1006-1019, 2023 | 80* | 2023 |
ECQx: Explainability-Driven Quantization for Low-Bit and Sparse DNNs D Becking, M Dreyer, W Samek, K Müller, S Lapuschkin International Workshop on Extending Explainable AI Beyond Deep Models and …, 2022 | 12 | 2022 |
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models F Pahde, M Dreyer, W Samek, S Lapuschkin Medical Image Computing and Computer Assisted Intervention - MICCAI 2023 …, 2023 | 11 | 2023 |
Revealing Hidden Context Bias in Segmentation and Object Detection through Concept-specific Explanations M Dreyer, R Achtibat, T Wiegand, W Samek, S Lapuschkin Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 10 | 2023 |
Understanding the (Extra-)Ordinary: Validating Deep Model Decisions with Prototypical Concept-based Explanations M Dreyer, R Achtibat, W Samek, S Lapuschkin Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 6 | 2024 |
From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space M Dreyer, F Pahde, CJ Anders, W Samek, S Lapuschkin Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21046 …, 2024 | 3* | 2024 |
AttnLRP: Attention-aware Layer-wise Relevance Propagation for Transformers R Achtibat, SMV Hatefi, M Dreyer, A Jain, T Wiegand, S Lapuschkin, ... arXiv preprint arXiv:2402.05602, 2024 | 3 | 2024 |
Explainable concept mappings of MRI: Revealing the mechanisms underlying deep learning-based brain disease classification C Tinauer, A Damulina, M Sackl, M Soellradl, R Achtibat, M Dreyer, ... arXiv preprint arXiv:2404.10433, 2024 | | 2024 |
PURE: Turning Polysemantic Neurons Into Pure Features by Identifying Relevant Circuits M Dreyer, E Purelku, J Vielhaben, W Samek, S Lapuschkin arXiv preprint arXiv:2404.06453, 2024 | | 2024 |
Reactive Model Correction: Mitigating Harm to Task-Relevant Features via Conditional Bias Suppression D Bareeva, M Dreyer, F Pahde, W Samek, S Lapuschkin Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | | 2024 |