Counterfactual explanations and algorithmic recourses for machine learning: A review
Machine learning plays a role in many deployed decision systems, often in ways that are
difficult or impossible to understand by human stakeholders. Explaining, in a human …
difficult or impossible to understand by human stakeholders. Explaining, in a human …
AI Explainability 360 Toolkit for Time-Series and Industrial Use Cases
With the growing adoption of AI, trust and explainability have become critical which has
attracted a lot of research attention over the past decade and has led to the development of …
attracted a lot of research attention over the past decade and has led to the development of …
Counterfactual and Prototypical Explanations for Tabular Data via Interpretable Latent Space
Artificial Intelligence decision-making systems have dramatically increased their predictive
power in recent years, beating humans in many different specific tasks. However, with …
power in recent years, beating humans in many different specific tasks. However, with …