Cached Neighborhood Evidence Gives kNN Classifiers a Fairer, Faster Way to Handle Rare Classes
A new classifier called CABLE-kNN caches local neighborhood evidence during training and neutralizes class priors, beating ordinary kNN on imbalanced ...
Tag: algorithmic fairness
When Algorithms Cannot Be Fair: The Hidden Choices That Lock Bias Into AI
A new philosophical framework distinguishes remediable algorithmic bias from discrimination built into a system's representational choices, and proposes upstream ontological ...
AI Learns to Explain Itself: Graph Networks Map the Hidden Social Wealth of Migrant Workers
A new study combines graph neural networks with explainable AI to map how Laotian migrant workers in Bangkok build and ...
When Breaking the Speed Limit Saves Lives: The Ethical Dilemma of Self-Driving Cars
A new study argues that self-driving cars may sometimes need to break speed limits to stay safe, but only within ...
AI Learns Fairness: New Framework Hunts Hate Speech Without Identity Bias
A new fairness-regularized framework called CoR-Hate retrieves real counterfactual examples from corpus data to reduce identity bias in hate-speech detection ...
AI Flags Failing Online Students in Weeks — and Shows Its Work
Researchers have built an explainable, fairness-audited early warning system that predicts online student dropout using only the first weeks of ...
Stress Test for AI Fairness Reveals Which Algorithms Break First Under Biased Labels
Researchers have developed SLF–FST, a stress-testing framework that injects progressive label bias into training data and reveals that Random Forests ...
Trustworthy AI Has a Toolkit Problem, Landmark Analysis of 938 Tools Reveals
A systematic analysis of 938 trustworthy AI tools and certification schemes in the OECD catalogue reveals that transparency, fairness, and ...
When the Internet Fails, Grades Fail: New Analytics Expose Hidden Inequality in Online Exams
Researchers in Gaza show that internet-induced exam failures leave detectable signatures in learning management system logs, allowing institutions to separate ...
New Map Reveals Where AI Research in Government Is Surging and Where It Falls Short
A large-scale computational review of 3,268 works maps the rapidly shifting landscape of AI research in the public sector and ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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