How Sensitive Data Affects Fairness and Accuracy in Medical AI Models

Table of Links Abstract and Introduction Related work Methods 3.1 Positive-sum fairness 3.2 Application Experiments 4.1 Initial results 4.2 Positive-sum fairness Conclusion and References 3.2 Application To put this fairness notion into practice and show the difference with traditional group fairness, we compare three models which use sensitive attributes to a baseline model. The way … Read more

Introducing Positive-Sum Fairness: A New Way to Balance Performance and Equity in Medical AI

Table of Links Abstract and Introduction Related work Methods 3.1 Positive-sum fairness 3.2 Application Experiments 4.1 Initial results 4.2 Positive-sum fairness Conclusion and References 3 Methods 3.1 Positive-sum fairness We introduce the principle of positive-sum fairness, which analyzes fairness from the prism of harmful and non harmful disparities. When looking at changes in model performance … Read more

From AI agents to enterprise budgets, 20 VCs share their predictions on enterprise tech in 2025

While AI is lauded by some as the biggest technological breakthrough since the industrial revolution, enterprises — arguably the tech’s biggest potential customer base — have been slow to adopt AI. While some investors predicted that 2024 would be the year we’d start to see more AI adoption by enterprises, that didn’t play out as … Read more

Blue Origin looks to take on SpaceX dominance with New Glenn launch days away

Nearly a quarter century after its founding, Jeff Bezos’ Blue Origin is gearing up to launch an orbital rocket for the first time — and finally enter the competitive launch industry that is currently dominated by SpaceX.  Company executives have maintained that they are planning to launch the towering rocket, called New Glenn, before the … Read more

How New York state is defying Donald Trump’s plans to roll back climate action

NEW YORK, UNITED STATES – 2023/06/29: Governor Kathy Hochul speaks during a press briefing at office on 3rd Avenue in Manhattan. | Photo by Lev Radin/Pacific Press/LightRocket via Getty Images New York governor Kathy Hochul signed landmark climate legislation into law last week, showing how states can keep holding polluters accountable even when President-elect Donald … Read more

SquareX Researchers Expose OAuth Attack On Chrome Extensions Days Before Major Breach

PALO ALTO, Calif., USA, December 30th, 2024/CyberNewsWire/–SquareX, an industry-first Browser Detection and Response (BDR) solution, leads the way in browser security. About a week ago, SquareX reported large-scale attacks targeting Chrome Extension developers aimed at taking over the Chrome Extension from the Chrome Store. On December 25th, 2024, a malicious version of Cyberhaven’s browser extension was … Read more

From Data Silos to Intelligent Systems: RAG and Knowledge Graph Synergy

Introduction In today’s information-driven age, data is a critical resource for businesses, researchers, and individuals. However, this data often exists in silos—fragmented across systems, unstructured, and inaccessible for effective analysis. The challenge is not merely having vast amounts of data but making sense of it in meaningful ways. Enter Retrieval-Augmented Generation (RAG), a technique that … Read more