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Works (5)

Facing Asymmetry - Uncovering the Causal Link Between Facial Symmetry and Expression Classifiers Using Synthetic Interventions

2025 | Book chapter
DOI: 10.1007/978-981-96-0911-6_26
Contributors: Tim Büchner; Niklas Penzel; Orlando Guntinas-Lichius; Joachim Denzler
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The Power of Properties: Uncovering the Influential Factors in Emotion Classification

2025 | Book chapter
DOI: 10.1007/978-981-97-8705-0_32
Contributors: Tim Büchner; Niklas Penzel; Orlando Guntinas-Lichius; Joachim Denzler
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Beyond Debiasing: Actively Steering Feature Selection via Loss Regularization

2024 | Book chapter
DOI: 10.1007/978-3-031-54605-1_26
Contributors: Jan Blunk; Niklas Penzel; Paul Bodesheim; Joachim Denzler
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Investigating Neural Network Training on a Feature Level Using Conditional Independence

2023 | Book chapter
DOI: 10.1007/978-3-031-25075-0_27
Contributors: Niklas Penzel; Christian Reimers; Paul Bodesheim; Joachim Denzler
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Investigating the Consistency of Uncertainty Sampling in Deep Active Learning

2021 | Book chapter
DOI: 10.1007/978-3-030-92659-5_10
Contributors: Niklas Penzel; Christian Reimers; Clemens-Alexander Brust; Joachim Denzler
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