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Evidence record 4521 · automatically gathered

Causal Fairness for Survival Analysis

In the data-driven era, large-scale datasets are routinely collected and analyzed using machine learning (ML) and artificial intelligence (AI) to inform decisions in high-stakes domains such as healthcare, employment, and criminal justice, raising concerns about the fairness behavior of these systems. Existing works in fair ML cover tasks such as bias detection, fair prediction, and fair decision-making, but largely focus on static settings. At the same time, fairness in temporal contexts, parti

Record details

Published: 12 May 2026
Source: arXiv
Category: Research
Topics: Bias & fairness · Jobs & economy · Healthcare
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Same publisher byline · Shared topic: Bias & fairness

Causal Bias Detection in Generative Artificial Intelligence

arXiv · 12 May 2026

Shared topic: Bias & fairness · Shared topic: Jobs & economy

Fairness of Explanations in Artificial Intelligence (AI): A Unifying Framework, Axioms, and Future Direction toward Responsible AI

arXiv · 11 May 2026

Shared topic: Bias & fairness · Shared topic: Jobs & economy

What Medicine Taught Us About Fairness and What It Missed: Lessons from Reconsidering Race-Specific Lung Function Reference Algorithms

arXiv · 22 May 2026

Shared topic: Bias & fairness · Shared topic: Jobs & economy

Beyond the Algorithm: Professional Experiences and Perceptions of AI Bias

arXiv · 13 June 2026

Shared topic: Bias & fairness · Shared topic: Jobs & economy

Anterior's Approach to Fairness Evaluation of Automated Prior Authorization System

arXiv · 15 March 2026

Shared topic: Bias & fairness · Shared topic: Jobs & economy

AI interventions in cancer screening: balancing equity and cost-effectiveness

Journal of Medical Ethics (BMJ) · 22 July 2026

How to cite this record

ethics.ai (12 May 2026), “Causal Fairness for Survival Analysis,” evidence record 4521, https://ethics.ai/record/4521 (originally published by arXiv).

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