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Lukas Klein
Publication Activity (10 Years)
Years Active: 2022-2023
Publications (10 Years): 7
Top Topics
Bag Of Words
Evaluation Methods
Active Learning
Multi Path Routing
Top Venues
CoRR
ICLR
MIDL
NeurIPS
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Publications
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Paul F. Jaeger
,
Carsten T. Lüth
,
Lukas Klein
,
Till J. Bungert
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification.
ICLR
(2023)
Carsten T. Lüth
,
Till J. Bungert
,
Lukas Klein
,
Paul F. Jaeger
Toward Realistic Evaluation of Deep Active Learning Algorithms in Image Classification.
CoRR
(2023)
Lukas Klein
,
João B. S. Carvalho
,
Mennatallah El-Assady
,
Paolo Penna
,
Joachim M. Buhmann
,
Paul F. Jaeger
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings.
CoRR
(2023)
Carsten T. Lüth
,
Till J. Bungert
,
Lukas Klein
,
Paul Jaeger
Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment.
NeurIPS
(2023)
Lukas Klein
,
João B. S. Carvalho
,
Mennatallah El-Assady
,
Paolo Penna
,
Joachim M. Buhmann
,
Paul F. Jaeger
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings.
MIDL
(2022)
Paul F. Jaeger
,
Carsten T. Lüth
,
Lukas Klein
,
Till J. Bungert
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification.
CoRR
(2022)
Lukas Klein
,
Mennatallah El-Assady
,
Paul F. Jäger
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process.
CoRR
(2022)