Potyka, Nico

1. Pseudo-Riemannian Graph Convolutional Networks
   2021/06/06 by Bo Xiong, Xiong, Bo, Shichao Zhu +9 · 6 citations
   Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Morphological variations and asymmetry
2. Promoting Counterfactual Robustness through Diversity
   2023/12/11 by Francesco Leofante, Nico Potyka, Leofante, Francesco +1 · 4 citations
   Computer Science · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Blockchain Technology Applications and Security #Credit Risk and Financial Regulations #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
3. Interpreting Neural Networks as Gradual Argumentation Frameworks\n (Including Proof Appendix)
   2020/12/10 by Nico Potyka, Potyka, Nico · 2 citations
   Business, Management and Accounting · Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #Neural and Evolutionary Computing (cs.NE) #Software Engineering Research #Topic Modeling
4. SpArX: Sparse Argumentative Explanations for Neural Networks [Technical Report]
   2023/01/23 by Hamed Ayoobi, Nico Potyka, Ayoobi, Hamed +3 · 3 citations
   Computer Science · Materials Science · #Explainable Artificial Intelligence (XAI) #Machine Learning in Materials Science #Topic Modeling
5. Contribution Functions for Quantitative Bipolar Argumentation Graphs: A Principle-based Analysis
   2024/01/16 by Timotheus Kampik, Nico Potyka, Kampik, Timotheus +7 · 3 citations
   Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Software Engineering Techniques and Practices
6. Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction
   2024/08/15 by Yuqicheng Zhu, Nico Potyka, Zhu, Yuqicheng +11 · 4 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Complex Network Analysis Techniques #FOS: Computer and information sciences
7. Explaining Random Forests using Bipolar Argumentation and Markov Networks (Technical Report)
   2022/11/21 by Potyka, Nico, Yin, Xiang, Toni, Francesca · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG)
8. Conformalized Answer Set Prediction for Knowledge Graph Embedding
   2024/08/15 by Yuqicheng Zhu, Zhu, Yuqicheng, Nico Potyka +11 · 3 voices · 2 citations
   #cs.AI
9. Faithiful Embeddings for EL++ Knowledge Bases
   2022/01/24 by Bo Xiong, Xiong, Bo, Nico Potyka +7 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Bioinformatics and Genomic Networks #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Topic Modeling
10. Towards a Theory of Faithfulness: Faithful Explanations of Differentiable Classifiers over Continuous Data
    2022/05/19 by Potyka, Nico, Yin, Xiang, Toni, Francesca · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
11. Non-flat ABA is an Instance of Bipolar Argumentation
    2023/05/21 by Ulbricht, Markus, Potyka, Nico, Rapberger, Anna +1 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
12. Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report)
    2023/07/25 by Yin, Xiang, Potyka, Nico, Toni, Francesca · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
13. CE-QArg: Counterfactual Explanations for Quantitative Bipolar Argumentation Frameworks (Technical Report)
    2024/07/11 by Yin, Xiang, Potyka, Nico, Toni, Francesca · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
14. ArgRAG: Explainable Retrieval Augmented Generation using Quantitative Bipolar Argumentation
    2025/08/26 by Zhu, Yuqicheng, Potyka, Nico, Hernández, Daniel +6 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
15. Robust Knowledge Extraction from Large Language Models using Social Choice Theory
    2023/12/22 by Nico Potyka, Yuqicheng Zhu, Potyka, Nico +7 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Recommender Systems and Techniques #Topic Modeling