A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification PF Jaeger, CT Lüth, L Klein, TJ Bungert International Conference on Learning Representations (ICLR), 2023, 2023 | 44 | 2023 |
Navigating the pitfalls of active learning evaluation: A systematic framework for meaningful performance assessment C Lüth, T Bungert, L Klein, P Jaeger Advances in Neural Information Processing Systems 36, 2024 | 16* | 2024 |
Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI L Klein, S Ziegler, F Laufer, C Debus, M Götz, K Maier‐Hein, UW Paetzold, ... Advanced Materials 36 (7), 2307160, 2024 | 6 | 2024 |
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process L Klein, M El-Assady, PF Jäger arXiv preprint arXiv:2207.04969, 2022 | 2 | 2022 |
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings L Klein, JBS Carvalho, M El-Assady, P Penna, JM Buhmann, PF Jaeger MIDL 2022, 2021 | 2 | 2021 |
Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities K Amara, L Klein, C Lüth, P Jäger, H Strobelt, M El-Assady arXiv preprint arXiv:2410.01690, 2024 | | 2024 |
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics L Klein, CT Lüth, U Schlegel, TJ Bungert, M El-Assady, PF Jäger arXiv preprint arXiv:2409.16756, 2024 | | 2024 |
Enhancing predictive imaging biomarker discovery through treatment effect analysis S Xiao, L Klein, J Petersen, P Vollmuth, PF Jaeger, KH Maier-Hein arXiv preprint arXiv:2406.02534, 2024 | | 2024 |
Explainable AI-based analysis of human pancreas sections identifies traits of type 2 diabetes L Klein, S Ziegler, F Gerst, Y Morgenroth, K Gotkowski, E Schoeniger, ... medRxiv, 2024.10. 23.24315937, 2024 | | 2024 |
Explainable AI-based analysis of human pancreas sections detects traits of type 2 diabetes L Klein, S Ziegler, F Gerst, Y Morgenroth, K Gotkowski, E Schöniger, ... Interpretable AI: Past, Present and Future, 0 | | |
Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Approach to Interpretability L Klein, K Amara, CT Lüth, A Foncubierta-Rodríguez, H Strobelt, ... Interpretable AI: Past, Present and Future, 0 | | |
Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Investigation of VLM Failure L Klein, K Amara, CT Lüth, H Strobelt, M El-Assady, PF Jaeger Neurips Safe Generative AI Workshop 2024, 0 | | |