3 papers
cs.MM2026
Multimedia and Visual Analytics in the Agentic Era
Marcel Worring, Jan Zahálka, Stef van den Elzen +2
Professional users need tools to help them gain actionable insights from large multimedia collections. Foundation models and AI agents have rapidly changed the playing field, and i…
cs.HC2025
Towards Difficulty-Aware Analysis of Deep Neural Networks
Linhao Meng, Stef van den Elzen, Anna Vilanova
Traditional instance-based model analysis focuses mainly on misclassified instances. However, this approach overlooks the varying difficulty associated with different instances. Id…
cs.LG2024
When Dimensionality Reduction Meets Graph (Drawing) Theory: Introducing a Common Framework, Challenges and Opportunities
Fernando Paulovich, Alessio Arleo, Stef van den Elzen
In the vast landscape of visualization research, Dimensionality Reduction (DR) and graph analysis are two popular subfields, often essential to most visual data analytics setups. D…