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Improving Robustness against Real-World and Worst-Case Distribution Shifts through Decision Region Quantification



Leo Schwinn , Leon Bungert , An Nguyen , René Raab , Falk Pulsmeyer , Doina Precup , Björn Eskofier , Dario Zanca


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Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI



Sami Ede , Serop Baghdadlian , Leander Weber , An Nguyen , Dario Zanca , Wojciech Samek , Sebastian Lapuschkin

* 14 pages including appendix, 5 figures, 2 tables, 1 algorithm listing. v2 update increases figure readability, updates Fig 5 caption, adds our collaborators Dario and An as co-authors 

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Language Model Evaluation in Open-ended Text Generation



An Nguyen


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Exploring Misclassifications of Robust Neural Networks to Enhance Adversarial Attacks



Leo Schwinn , René Raab , An Nguyen , Dario Zanca , Bjoern Eskofier


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Exploring Robust Misclassifications of Neural Networks to Enhance Adversarial Attacks



Leo Schwinn , René Raab , An Nguyen , Dario Zanca , Bjoern Eskofier


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Identifying Untrustworthy Predictions in Neural Networks by Geometric Gradient Analysis



Leo Schwinn , An Nguyen , René Raab , Leon Bungert , Daniel Tenbrinck , Dario Zanca , Martin Burger , Bjoern Eskofier


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System Design for a Data-driven and Explainable Customer Sentiment Monitor



An Nguyen , Stefan Foerstel , Thomas Kittler , Andrey Kurzyukov , Leo Schwinn , Dario Zanca , Tobias Hipp , Da Jun Sun , Michael Schrapp , Eva Rothgang , Bjoern Eskofier


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Sampled Nonlocal Gradients for Stronger Adversarial Attacks



Leo Schwinn , Daniel Tenbrinck , An Nguyen , René Raab , Martin Burger , Bjoern Eskofier


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Conformance Checking for a Medical Training Process Using Petri net Simulation and Sequence Alignment



An Nguyen , Wenyu Zhang , Leo Schwinn , Bjoern Eskofier


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Time Matters: Time-Aware LSTMs for Predictive Business Process Monitoring



An Nguyen , Srijeet Chatterjee , Sven Weinzierl , Leo Schwinn , Martin Matzner , Bjoern Eskofier

* 12 pages, 4 figures, to be published in post-workshop proceedings volume in the series Lecture Notes in Business Information Processing (LNBIP) - 1st International Workshop on Leveraging Machine Learning in Process Mining (ML4PM) @ ICPM 2020 

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