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04/27/2023
Why not both? Complementing explanations with uncertainty, and the role of self-confidence in Human-AI collaboration
AI and ML models have already found many applications in critical domain...
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02/21/2022
Explainability in Machine Learning: a Pedagogical Perspective
Given the importance of integrating of explainability into machine learn...
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01/17/2022
Principled Diverse Counterfactuals in Multilinear Models
Machine learning (ML) applications have automated numerous real-life tas...
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09/18/2020
Principles and Practice of Explainable Machine Learning
Artificial intelligence (AI) provides many opportunities to improve priv...
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01/29/2020
On Constraint Definability in Tractable Probabilistic Models
Incorporating constraints is a major concern in probabilistic machine le...
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01/29/2020