research
∙
08/30/2023
Understanding ProbLog as Probabilistic Argumentation
ProbLog is a popular probabilistic logic programming language/tool, wide...
share
research
∙
07/25/2023
Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report)
Argumentative explainable AI has been advocated by several in recent yea...
research
∙
05/21/2023
Non-flat ABA is an Instance of Bipolar Argumentation
Assumption-based Argumentation (ABA) is a well-known structured argument...
research
∙
01/23/2023
SpArX: Sparse Argumentative Explanations for Neural Networks
Neural networks (NNs) have various applications in AI, but explaining th...
research
∙
11/21/2022
Explaining Random Forests using Bipolar Argumentation and Markov Networks (Technical Report)
Random forests are decision tree ensembles that can be used to solve a v...
research
∙
05/19/2022
Towards a Theory of Faithfulness: Faithful Explanations of Differentiable Classifiers over Continuous Data
There is broad agreement in the literature that explanation methods shou...
research
∙
01/24/2022
Box Embeddings for the Description Logic EL++
Recently, various methods for representation learning on Knowledge Bases...
research
∙
06/25/2021
Learning Gradual Argumentation Frameworks using Genetic Algorithms
Gradual argumentation frameworks represent arguments and their relations...
research
∙
06/06/2021
Semi-Riemannian Graph Convolutional Networks
Graph Convolutional Networks (GCNs) are typically studied through the le...
research
∙
12/10/2020
Interpreting Neural Networks as Gradual Argumentation Frameworks (Including Proof Appendix)
We show that an interesting class of feed-forward neural networks can be...
research
∙
09/12/2020
Explainable Automated Reasoning in Law using Probabilistic Epistemic Argumentation
Applying automated reasoning tools for decision support and analysis in ...
research
∙
06/12/2019
Polynomial-time Updates of Epistemic States in a Fragment of Probabilistic Epistemic Argumentation (Technical Report)
Probabilistic epistemic argumentation allows for reasoning about argumen...
research
∙
11/30/2018
A Tutorial for Weighted Bipolar Argumentation with Continuous Dynamical Systems and the Java Library Attractor
Weighted bipolar argumentation frameworks allow modeling decision proble...
research
∙
11/29/2018
A Polynomial-time Fragment of Epistemic Probabilistic Argumentation (Technical Report)
Probabilistic argumentation allows reasoning about argumentation problem...
research
∙
09/19/2018
Convergence and Open-Mindedness of Discrete and Continuous Semantics for Bipolar Weighted Argumentation (Technical Report)
Weighted bipolar argumentation frameworks determine the strength of argu...
research
∙
06/10/2017
Towards Statistical Reasoning in Description Logics over Finite Domains (Full Version)
We present a probabilistic extension of the description logic ALC for re...
research
∙
06/30/2016
