Ioannis Papantonis

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 12

Top Topics

Probabilistic Model

Constrained Minimization

Confidence Measure

Natural Image Matting

Top Venues

Frontiers Big Data

Frontiers Artif. Intell.

Publications

Ioannis Papantonis, Vaishak Belle
Principled diverse counterfactuals in multilinear models. Mach. Learn. 113 (3) (2024)
Ioannis Papantonis, Vaishak Belle
Model Transparency: Why Do We Care? ICAART (3) (2023)
Ioannis Papantonis, Vaishak Belle
Why not both? Complementing explanations with uncertainty, and the role of self-confidence in Human-AI collaboration. CoRR (2023)
Ioannis Papantonis, Vaishak Belle
Transparency in Sum-Product Network Decompilation. ECAI (2023)
Ioannis Papantonis, Vaishak Belle
Principled Diverse Counterfactuals in Multilinear Models. CoRR (2022)
Andreas Bueff, Ioannis Papantonis, Auste Simkute, Vaishak Belle
Explainability in Machine Learning: a Pedagogical Perspective. CoRR (2022)
Vaishak Belle, Ioannis Papantonis
Principles and Practice of Explainable Machine Learning. Frontiers Big Data 4 (2021)
Ioannis Papantonis, Vaishak Belle
Closed-Form Results for Prior Constraints in Sum-Product Networks. Frontiers Artif. Intell. 4 (2021)
Ioannis Papantonis, Vaishak Belle
On Constraint Definability in Tractable Probabilistic Models. CoRR (2020)
Vaishak Belle, Ioannis Papantonis
Principles and Practice of Explainable Machine Learning. CoRR (2020)
Ioannis Papantonis, Vaishak Belle
Interventions and Counterfactuals in Tractable Probabilistic Models: Limitations of Contemporary Transformations. CoRR (2020)
Markus Schinle, Ioannis Papantonis, Wilhelm Stork
Personalization of monitoring system parameters to support ambulatory care for dementia patients. SAS (2018)