Folgen
Lukas Klein
Lukas Klein
IML Group at DKFZ, ETH Zürich
Bestätigte E-Mail-Adresse bei dkfz.de
Titel
Zitiert von
Zitiert von
Jahr
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
442023
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
62024
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
22022
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
22021
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
Das System kann den Vorgang jetzt nicht ausführen. Versuchen Sie es später erneut.
Artikel 1–12