Ioannis Papantonis

According to our database, Ioannis Papantonis authored at least 12 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

Relating Model Performance to Embedding Distributions in Molecular Machine Learning.

Matthias Welsch, Ellena Jiang, Ioannis Papantonis, Johannes Kirchmair

J. Chem. Inf. Model., 2026

2025

Why not both? Complementing explanations with uncertainty, and self-confidence in human-AI collaboration.

Ioannis Papantonis, Vaishak Belle

Frontiers Comput. Sci., 2025

2024

Principled diverse counterfactuals in multilinear models.

Ioannis Papantonis, Vaishak Belle

Mach. Learn., 2024

2023

Why not both? Complementing explanations with uncertainty, and the role of self-confidence in Human-AI collaboration.

Ioannis Papantonis, Vaishak Belle

CoRR, 2023

Model Transparency: Why Do We Care?

Ioannis Papantonis, Vaishak Belle

Proceedings of the 15th International Conference on Agents and Artificial Intelligence, 2023

Transparency in Sum-Product Network Decompilation.

Ioannis Papantonis, Vaishak Belle

Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

2022

Explainability in Machine Learning: a Pedagogical Perspective.

Andreas C. Bueff, Ioannis Papantonis, Auste Simkute, Vaishak Belle

CoRR, 2022

2021

Closed-Form Results for Prior Constraints in Sum-Product Networks.

Ioannis Papantonis, Vaishak Belle

Frontiers Artif. Intell., 2021

Principles and Practice of Explainable Machine Learning.

Vaishak Belle, Ioannis Papantonis

Frontiers Big Data, 2021

2020

On Constraint Definability in Tractable Probabilistic Models.

Ioannis Papantonis, Vaishak Belle

CoRR, 2020

Interventions and Counterfactuals in Tractable Probabilistic Models: Limitations of Contemporary Transformations.

Ioannis Papantonis, Vaishak Belle

CoRR, 2020

2018

Personalization of monitoring system parameters to support ambulatory care for dementia patients.

Markus Schinle, Ioannis Papantonis, Wilhelm Stork

Proceedings of the 2018 IEEE Sensors Applications Symposium, 2018