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Towards a Theory of Faithfulness: Faithful Explanations of Differentiable Classifiers over Continuous Data


May 19, 2022
Nico Potyka, Xiang Yin, Francesca Toni


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Box Embeddings for the Description Logic EL++


Jan 24, 2022
Bo Xiong, Nico Potyka, Trung-Kien Tran, Mojtaba Nayyeri, Steffen Staab

* 11 pages, 3 figures 

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Learning Gradual Argumentation Frameworks using Genetic Algorithms


Jun 25, 2021
Jonathan Spieler, Nico Potyka, Steffen Staab


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Semi-Riemannian Graph Convolutional Networks


Jun 06, 2021
Bo Xiong, Shichao Zhu, Nico Potyka, Shirui Pan, Chuan Zhou, Steffen Staab

* 23 pages, 5 figures, submitted to NeurIPS 2021 

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Interpreting Neural Networks as Gradual Argumentation Frameworks (Including Proof Appendix)


Dec 10, 2020
Nico Potyka

* Accepted at AAAI 2021 

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Explainable Automated Reasoning in Law using Probabilistic Epistemic Argumentation


Sep 12, 2020
Inga Ibs, Nico Potyka

* 9 pages, 4 figures 

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Polynomial-time Updates of Epistemic States in a Fragment of Probabilistic Epistemic Argumentation (Technical Report)


Jun 12, 2019
Nico Potyka, Sylwia Polberg, Anthony Hunter


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A Tutorial for Weighted Bipolar Argumentation with Continuous Dynamical Systems and the Java Library Attractor


Nov 30, 2018
Nico Potyka


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A Polynomial-time Fragment of Epistemic Probabilistic Argumentation (Technical Report)


Nov 29, 2018
Nico Potyka


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Convergence and Open-Mindedness of Discrete and Continuous Semantics for Bipolar Weighted Argumentation (Technical Report)


Sep 19, 2018
Nico Potyka


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