Publications

• Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI
• Leila Arras*, Ahmed Osman*, and Wojciech Samek (*equal contribution)
• arXiv, February 2021. [arXiv:2003.07258v2]
• paper  bibtex  dataset
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• Causes of Outcome Learning: A causal inference-inspired machine learning approach to disentangling common combinations of potential causes of a health outcome
• Andreas Rieckmann, Piotr Dworzynski, Leila Arras, Sebastian Lapuschkin, Wojciech Samek, Onyebuchi A. Arah, Naja H. Rod, Claus T. Ekstrom
• medRxiv, December 2020. [medRxiv:2020.12.10.20225243]
• paper  bibtex
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• Explaining the Decisions of Convolutional and Recurrent Neural Networks
• Wojciech Samek, Leila Arras, Ahmed Osman, Grégoire Montavon, and Klaus-Robert Müller
• Chapter in: Mathematical Aspects of Deep Learning, 2021 (to appear). Cambridge University Press. [preprint]
• paper  bibtex
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• Towards Ground Truth Evaluation of Visual Explanations
• Ahmed Osman*, Leila Arras*, and Wojciech Samek (*equal contribution)
• arXiv, March 2020. [arXiv:2003.07258v1]
• paper  bibtex  dataset

• Explaining and Interpreting LSTMs
• Leila Arras*, José Arjona-Medina*, Michael Widrich, Grégoire Montavon, Michael Gillhofer, Klaus-Robert Müller, Sepp Hochreiter, and Wojciech Samek (*equal contribution)
• Chapter in: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, LNCS vol 11700, pages 211-238, September 2019. Springer, Cham. doi.org/10.1007/978-3-030-28954-6_11 [arXiv:1909.12114]
• paper  bibtex

• Evaluating Recurrent Neural Network Explanations
• Leila Arras, Ahmed Osman, Klaus-Robert Müller, and Wojciech Samek
• ACL 2019 BlackboxNLP Workshop: Analyzing and Interpreting Neural Networks for NLP (oral presentation), pages 113-126, Florence, Italy, August 2019. Association for Computational Linguistics. doi.org/10.18653/v1/W19-4813 [arXiv:1904.11829]
• paper  bibtex  slides  talk

• Explaining Recurrent Neural Network Predictions in Sentiment Analysis
• Leila Arras, Grégoire Montavon, Klaus-Robert Müller, and Wojciech Samek
• EMNLP 2017 Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis (WASSA), pages 159-168, Copenhagen, Denmark, September 2017. Association for Computational Linguistics. doi.org/10.18653/v1/W17-5221 [arXiv:1706.07206]
• paper  bibtex  poster  code

• "What is relevant in a text document?": An interpretable machine learning approach
• Leila Arras, Franziska Horn, Grégoire Montavon, Klaus-Robert Müller, and Wojciech Samek
• PLOS ONE Journal, 12(8):e0181142, August 2017. Public Library of Science. doi.org/10.1371/journal.pone.0181142
  
• paper  bibtex  demo

• Explaining Predictions of Non-Linear Classifiers in NLP
• Leila Arras, Franziska Horn, Grégoire Montavon, Klaus-Robert Müller, and Wojciech Samek
• ACL 2016 Workshop on Representation Learning for NLP (Rep4NLP), pages 1-7, Berlin, Germany, August 2016. Association for Computational Linguistics. doi.org/10.18653/v1/W16-1601 [arXiv:1606.07298]
• paper  bibtex  poster

  Previous work

• Theoretical and empirical evaluation of data reduction for exact Kemeny Rank Aggregation
• Nadja Betzler, Robert Bredereck, and Rolf Niedermeier (Leila Arras in the Acknowledgments)
• Journal of Autonomous Agents and Multi-Agent Systems (JAAMAS), 28(5):721-748, September 2014. Springer US. doi.org/10.1007/s10458-013-9236-y

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