Aidan Hogan - Knowledge Graphs in the age of Large Language Models
Probabilistic Circuits Tutorial by Antonio Vergari - Part 1
Antonio Vegari is a Lecturer (Assistant Professor) in Machine Learning at the University of Edinburgh. In this tutorial, he introduces the framework of probabilistic circuits (PCs), tractable computational graphs in which imposing structure guarantees exact probabilistic reasoning in polynomial (often linear) time.
Date: 2023-01-25
Speaker: Antonio Vergari
Probabilistic Circuits Tutorial by Antonio Vergary - Part 2
Antonio Vegari is a Lecturer (Assistant Professor) in Machine Learning at the University of Edinburgh. In this tutorial, he introduces the framework of probabilistic circuits (PCs), tractable computational graphs in which imposing structure guarantees exact probabilistic reasoning in polynomial (often linear) time.
Date: 2023-01-25
Speaker: Antonio Vergari
Probabilistic Circuits Tutorial by Antonio Vergari - Part 3
Antonio Vegari is a Lecturer (Assistant Professor) in Machine Learning at the University of Edinburgh. In this tutorial, he introduces the framework of probabilistic circuits (PCs), tractable computational graphs in which imposing structure guarantees exact probabilistic reasoning in polynomial (often linear) time.
Date: 2023-01-25
Speaker: Antonio Vergari
Fairness in Informationssystemen
Prof. Steffen Staab from the Institute for Parallel and Distributed Systems describes how algorithms make decisions that increasingly influence our lives. The talk was part of the Diversity Day program on May 31, 2022, under the theme "Smart through Diversity. Through diversity to success."
Date: 2022-05-31
Speaker: Steffen Staab
Original source: University of Stuttgart (YouTube channel)
Faithful Embeddings for EL++ Knowledge Bases
Paper Lecture: Bo Xiong, Nico Potyka, Trung-Kien Tran, Mojtaba Nayyeri, Steffen Staab: Faithful Embeddings for EL++ Knowledge Bases. ISWC 2022: 22-38.
Date: 2022-09-02
Speaker: Bo Xiong.
Project: KnowGraphs.
Related news: Bo Xiong Receives Award for Best Student Research Paper at ISWC 2022.
Paper preprint: https://doi.org/10.48550/arXiv.2201.09919.