Structure learning with continuous optimization: A sober look and beyond

I Ng, B Huang, K Zhang - Causal Learning and Reasoning, 2024 - proceedings.mlr.press
This paper investigates in which cases continuous optimization for directed acyclic graph
(DAG) structure learning can and cannot perform well and why this happens, and suggests …

ACE: AI-Assisted Construction of Educational Knowledge Graphs with Prerequisite Relations

MC Aytekin, Y Saygın - Journal of …, 2024 - jedm.educationaldatamining.org
Abstract Knowledge graphs are effective tools for organizing information. In this work, we
focus on a specialized type of Knowledge Graph called an Educational Knowledge Graph …