Lukas Klein

Postdoc, EPFL - EPF Lausanne

Postdoc, University Hospital Zurich

PhD student, ETHZ - ETH Zurich

PhD student, German Cancer Research Center

Joined

November 2021

Names

Lukas Klein (Preferred)

Emails

****@dkfz.de (Confirmed)

****@epfl.ch (Confirmed)

Personal Links

Homepage

Google Scholar

Career & Education History

Postdoc

EPFL - EPF Lausanne (epfl.ch)

Present

Postdoc

University Hospital Zurich (usz.ch)

Present

PhD student

ETHZ - ETH Zurich (ethz.ch)

2022 – Present

PhD student

German Cancer Research Center (dkfz.de)

2021 – Present

MS student

University of Geneva (unige.ch)

2019 – 2021

Undergrad student

Universität Mannheim (uni-mannheim.de)

2015 – 2018

Advisors, Relations & Conflicts

No relations added

Expertise

Representation Learning

Present

Multi-omics

Present

Biomedical Applications

Present

Publications

Finally Outshining the Random Baseline: A Simple and Effective Solution for Active Learning in 3D Biomedical Imaging
Carsten T. Lüth, Jeremias Traub, Kim-Celine Kahl, Till J. Bungert, Lukas Klein, Lars Krämer, Paul F Jaeger, Klaus Maier-Hein, Fabian Isensee
- Accepted by TMLR
- Readers: Everyone
nnActive: A Framework for Evaluation of Active Learning in 3D Biomedical Segmentation
Carsten T. Lüth, Jeremias Traub, Kim-Celine Kahl, Till J. Bungert, Lukas Klein, Lars Krämer, Paul F Jaeger, Fabian Isensee, Klaus Maier-Hein
- Accepted by TMLR
- Readers: Everyone
Why context matters in VQA & Reasoning: Semantic interventions for VLM input modalities
Kenza Amara, Lukas Klein, Carsten T. Lüth, Paul F Jaeger, Hendrik Strobelt, Mennatallah El-Assady
- Submitted to ICLR 2025
- Readers: Everyone
Interactive Semantic Interventions for VLMs: A Causality-Inspired Investigation of VLM Failures
Lukas Klein, Kenza Amara, Carsten T. Lüth, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger
- CaLM @NeurIPS 2024 Poster
- Readers: Everyone
Interactive Semantic Interventions for VLMs: Breaking VLMs with Human Ingenuity
Lukas Klein, Kenza Amara, Carsten T. Lüth, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger
- Red Teaming GenAI Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Investigation of VLM Failure
Lukas Klein, Kenza Amara, Carsten T. Lüth, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger
- SafeGenAi Poster
- Readers: Everyone
Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Approach to Interpretability
Lukas Klein, Kenza Amara, Carsten T. Lüth, Antonio Foncubierta-Rodríguez, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Explainable AI-based analysis of human pancreas sections detects traits of type 2 diabetes
Lukas Klein, Sebastian Ziegler, Felicia Gerst, Yanni Morgenroth, Karol Gotkowski, Eyke Schöniger, Nicole Kipke, Annika Seiler, Ellen Geibelt, Martin Heni, Silvia Wagner, Silvio Nadalin, Falko Fend, Daniela Aust, Andre Mihaljevic, Daniel Hartmann, Jurgen Weitz, Reiner Jumpertz-von Schwartzenberg, Marius Distler, Andreas Birkefeld et al. (5 additional authors not shown)
- IAI Workshop @ NeurIPS 2024
- Readers: Everyone
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
Lukas Klein, Carsten T. Lüth, Udo Schlegel, Till J. Bungert, Mennatallah El-Assady, Paul F Jaeger
- NeurIPS 2024 Track Datasets and Benchmarks Poster
- Readers: Everyone
Understanding Scalable Perovskite Solar Cell Manufacturing with Explainable AI
Lukas Klein, Sebastian Ziegler, Felix Laufer, Charlotte Debus, Markus Götz, Klaus Maier-Hein, Ulrich Paetzold, Fabian Isensee, Paul Jaeger
- NeurIPS XAIA 2023
- Readers: Everyone

View all 14 publications

Co-Authors

View all 43 co-authors