Objective task performance must be measured alongside user confidence to identify misplaced trust.
The Calibration Gap: Why Measuring Task Performance and User Confidence is Critical Introduction In the modern digital workplace, we often…
April 2026
Ongoing developments focus on balancing computational speed with mathematical rigor. Human-Centric Evaluation and Socio-Technical Challenges in XAI
The XAI Balancing Act: Reconciling Computational Speed with Mathematical Rigor Introduction Artificial Intelligence has moved from the research lab to…
Subjective user satisfaction is an insufficient metric for evaluating the true utility of an explainable system.
Beyond Satisfaction: Why User Happiness is a Flawed Metric for Explainable AI Introduction In the burgeoning field of Explainable Artificial…
Developers often design for clarity, while users require transparency regarding model uncertainty and limitations.
Outline Introduction: The divergence between “clean design” and “user trust.” Key Concepts: Defining “Clarity” (developer-centric) vs. “Transparency” (user-centric). Step-by-Step Guide:…
Benchmarking tools like Quantus allow for standardized testing of explanation quality.
Contents 1. Introduction: The “Black Box” problem in AI and the urgent need for XAI (Explainable AI) evaluation.2. Key Concepts:…
Trust in automated systems correlates with the reliability and clarity of provided explanations.
The Trust Equation: Why Explainability is the Foundation of Automated Systems Introduction In an era where artificial intelligence and machine…
Explanation hacking involves manipulating inputs to generate plausible but deceptive justifications for model behavior.
Contents * Main Title: The Illusion of Transparency: Understanding and Defending Against Explanation Hacking* Introduction: Why AI interpretability is a…
Human-centric evaluation metrics assess the utility of explanations in decision-support systems.
The Human Element: Evaluating Explainable AI in Decision-Support Systems Introduction In the age of algorithmic decision-making, we are inundated with…
Explanations can inadvertently serve as a form of “persuasive design,” potentially overriding critical judgment.
The Persuasion Trap: How Explanations Override Critical Thinking Introduction We live in an era of unprecedented access to information. Whether…
Ongoing developments focus on balancing computational speed with mathematical rigor. Human-Centric Evaluation and Socio-Technical Challenges in XAI
The Tension of XAI: Balancing Mathematical Rigor with Computational Speed Introduction In the race to integrate Artificial Intelligence into critical…