Latest Articles for Counterfactual Explanations

Introducing watermarking to protect counterfactual explanations in machine learning.

A flexible approach for generating CFEs that respects data privacy concerns.

How counterfactual explanations aid molecular behavior prediction and its implications.

Learn how counterfactual explanations improve clarity in optimization decisions.

A look at how counterfactuals can improve bank failure predictions.

AI methods enhance accuracy and efficiency in radiology report creation.

Understanding counterfactual explanations to improve medical diagnosis through AI.

A new method enhances counterfactual explanations for machine learning model decisions.

GLEAMS offers clear local and global explanations for machine learning predictions efficiently.

Explore how interactive methods improve model transparency in time series analysis.

Introducing alterfactual explanations to enhance AI model transparency.

Learn how AI and what-if analysis transform predictive maintenance strategies.

This study examines counterfactual explanations and the impact of balancing techniques on student success predictions.

GdVAE offers clear explanations for machine learning decisions, enhancing trust and accountability.

A new approach improves self-driving car safety through counterfactual examples.

A look at how counterfactual explanations improve AI text classifiers.

A fresh method for clearer AI decisions and explanations.

Counterfactual explanations help unravel real-time system glitches.