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Scopus Author ID: 57211159889

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Technische Universität Berlin: Berlin, DE

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Source: Self-asserted source
Christopher J. Anders

Works (23)

Detecting and mitigating mode-collapse for flow-based sampling of lattice field theories

Physical Review D
2023 | Journal article
DOI: 10.1103/PhysRevD.108.114501
EID:

2-s2.0-85179797404

Part of ISSN: 24700029 24700010
Contributors: Nicoli, K.A.; Anders, C.J.; Hartung, T.; Jansen, K.; Kessel, P.; Nakajima, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier
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Detecting and Mitigating Mode-Collapse for Flow-based Sampling of Lattice Field Theories

arXiv
2023 | Other
DOI: 10.48550/arXiv.2302.14082
EID:

2-s2.0-85150630289

Part of ISSN: 23318422
Contributors: Nicoli, K.A.; Anders, C.J.; Hartung, T.; Jansen, K.; Kessel, P.; Nakajima, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space

arXiv
2023 | Other
DOI: 10.48550/arXiv.2308.09437
EID:

2-s2.0-85182014668

Part of ISSN: 23318422
Contributors: Dreyer, M.; Pahde, F.; Anders, C.J.; Samek, W.; Lapuschkin, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Towards Fixing Clever-Hans Predictors with Counterfactual Knowledge Distillation

arXiv
2023 | Other
DOI: 10.48550/arXiv.2310.01011
EID:

2-s2.0-85174875179

Part of ISSN: 23318422
Contributors: Bender, S.; Anders, C.J.; Chormai, P.; Marxfeld, H.; Herrmann, J.; Montavon, G.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Towards Fixing Clever-Hans Predictors with Counterfactual Knowledge Distillation

Proceedings - 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023
2023 | Conference paper
DOI: 10.1109/ICCVW60793.2023.00275
EID:

2-s2.0-85182941810

ISBN: 9798350307443
Contributors: Bender, S.; Anders, C.J.; Chormai, P.; Marxfeld, H.; Herrmann, J.; Montavon, G.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Finding and removing Clever Hans: Using explanation methods to debug and improve deep models

Information Fusion
2022 | Journal article
DOI: 10.1016/j.inffus.2021.07.015
EID:

2-s2.0-85113458167

Part of ISSN: 15662535
Contributors: Anders, C.J.; Weber, L.; Neumann, D.; Samek, W.; Müller, K.-R.; Lapuschkin, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Machine Learning of Thermodynamic Observables in the Presence of Mode Collapse

Proceedings of Science
2022 | Conference paper
EID:

2-s2.0-85134427182

Part of ISSN: 18248039
Contributors: Nicoli, K.A.; Anders, C.J.; Funcke, L.; Hartung, T.; Jansen, K.; Kessel, P.; Nakajima, S.; Stornati, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

PATCLARC: USING PATTERN CONCEPT ACTIVATION VECTORS FOR NOISE-ROBUST MODEL DEBUGGING

arXiv
2022 | Other
DOI: 10.48550/arxiv.2202.03482
EID:

2-s2.0-85170468510

Part of ISSN: 23318422
Contributors: Pahde, F.; Weber, L.; Anders, C.J.; Samek, W.; Lapuschkin, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Towards robust explanations for deep neural networks

Pattern Recognition
2022 | Journal article
DOI: 10.1016/j.patcog.2021.108194
EID:

2-s2.0-85112531912

Part of ISSN: 00313203
Contributors: Dombrowski, A.-K.; Anders, C.J.; Müller, K.-R.; Kessel, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models

Physical Review Letters
2021 | Journal article
DOI: 10.1103/PhysRevLett.126.032001
EID:

2-s2.0-85099790084

Part of ISSN: 10797114 00319007
Contributors: Nicoli, K.A.; Anders, C.J.; Funcke, L.; Hartung, T.; Jansen, K.; Kessel, P.; Nakajima, S.; Stornati, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications

Proceedings of the IEEE
2021 | Journal article
DOI: 10.1109/JPROC.2021.3060483
EID:

2-s2.0-85101763532

Part of ISSN: 15582256 00189219
Contributors: Samek, W.; Montavon, G.; Lapuschkin, S.; Anders, C.J.; Müller, K.-R.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Machine learning of thermodynamic observables in the presence of mode collapse

arXiv
2021 | Other
DOI: 10.48550/arxiv.2111.11303
EID:

2-s2.0-85171068510

Part of ISSN: 23318422
Contributors: Nicoli, K.A.; Anders, C.; Funcke, L.; Hartung, T.; Jansen, K.; Kessel, P.; Nakajima, S.; Stornati, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy

arXiv
2021 | Other
DOI: 10.48550/arXiv.2106.13200
EID:

2-s2.0-85152972695

Part of ISSN: 23318422
Contributors: Anders, C.J.; Neumann, D.; Samek, W.; Müller, K.-R.; Lapuschkin, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Explaining deep neural networks and beyond: A review of methods and applications

arXiv
2020 | Other
DOI: 10.48550/arxiv.2003.07631
EID:

2-s2.0-85169717795

Part of ISSN: 23318422
Contributors: Samek, W.; Montavon, G.; Lapuschkin, S.; Anders, C.J.; Müller, K.-R.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Fairwashing explanations with off-manifold detergent

37th International Conference on Machine Learning, ICML 2020
2020 | Conference paper
EID:

2-s2.0-85105198848

ISBN: 9781713821120
Contributors: Anders, C.J.; Pasliev, P.; Dombrowski, A.-K.; Muller, K.-R.; Kessel, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Fairwashing Explanations with Off-Manifold Detergent

arXiv
2020 | Other
DOI: 10.48550/arxiv.2007.09969
EID:

2-s2.0-85170590069

Part of ISSN: 23318422
Contributors: Anders, C.J.; Pasliev, P.; Dombrowski, A.-K.; Müller, K.-R.; Kessel, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

On Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models

arXiv
2020 | Other
DOI: 10.48550/arxiv.2007.07115
EID:

2-s2.0-85170875018

Part of ISSN: 23318422
Contributors: Nicoli, K.A.; Anders, C.J.; Funcke, L.; Hartung, T.; Jansen, K.; Kessel, P.; Nakajima, S.; Stornati, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Towards robust explanations for deep neural networks

arXiv
2020 | Other
DOI: 10.48550/arxiv.2012.10425
EID:

2-s2.0-85181590760

Part of ISSN: 23318422
Contributors: Dombrowski, A.-K.; Anders, C.J.; Müller, K.-R.; Kessel, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Analyzing ImageNet with spectral relevance analysis: Towards ImageNet un-Hans'ed

arXiv
2019 | Other
DOI: 10.48550/arxiv.1912.11425
EID:

2-s2.0-85169852975

Part of ISSN: 23318422
Contributors: Anders, C.J.; Marinč, T.; Neumann, D.; Samek, W.; Müller, K.-R.; Lapuschkin, S.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Explanations can be manipulated and geometry is to blame

arXiv
2019 | Other
DOI: 10.48550/arxiv.1906.07983
EID:

2-s2.0-85169869554

Part of ISSN: 23318422
Contributors: Dombrowski, A.-K.; Alber, M.; Anders, C.J.; Ackermann, M.; Müller, K.-R.; Kessel, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Explanations can be manipulated and geometry is to blame

Advances in Neural Information Processing Systems
2019 | Conference paper
EID:

2-s2.0-85087545097

Part of ISSN: 10495258
Contributors: Dombrowski, A.-K.; Alber, M.; Anders, C.J.; Ackermann, M.; Müller, K.-R.; Kessel, P.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Understanding Patch-Based Learning of Video Data by Explaining Predictions

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book chapter
DOI: 10.1007/978-3-030-28954-6_16
EID:

2-s2.0-85072829816

Part of ISSN: 16113349 03029743
Contributors: Anders, C.J.; Montavon, G.; Samek, W.; Müller, K.-R.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier

Understanding patch-based learning by explaining predictions

arXiv
2018 | Other
DOI: 10.48550/arxiv.1806.06926
EID:

2-s2.0-85170964233

Part of ISSN: 23318422
Contributors: Anders, C.; Montavon, G.; Samek, W.; Müller, K.-R.
Source: Self-asserted source
Christopher J. Anders via Scopus - Elsevier
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