New Study Shows How Positive-Sum Fairness Impacts Medical AI Models in Chest Radiography

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 4 Experiments Data We use chest radiographs from MIMIC-CXR-JPG [16,29]. The dataset has annotations for 14 findings. However, we focus on lung lesions, pneumonia, pleural effusion and consolidation as the diseases … Read more

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

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

🎅 Overlord.bot’s Pump Declaration: AI Santa is in Town! 🚀

Hold on to your (Santa) hats, Arbitrum fam! Overlord.bot, the autonomous Trader AI Agent that’s redefining the DeFi game on X (formerly Twitter), just made Christmas way more interesting. In a mic-drop tweet dubbed the Pump Declaration, Overlord announced it will pump three lucky Christmas coins during the holiday season. That’s right, your first-ever AI … Read more

Cloud Migration Without the Headaches: A CTO’s Take on Why DigitalOcean Delivers

Migration is inevitable. But when businesses hear that word, it often triggers a wave of dread. Visions of endless processes, skyrocketing costs, and inevitable downtime start dancing in their heads. But does it have to be this complicated? At Corewide, we’ve helped hundreds of companies navigate the choppy waters of cloud adoption, working with every … Read more

From Freelancer to a CEO with a Freelance Perspective with Jack Thorogood

As a freelancer I’m deeply interested in those who are building better working environment for gig workers like me, so I reached out to Jack Thorogood, CEO Native teams — a leading global platform that offers streamlined solutions for work payments, employment, tax & wealth management, and mobility services. With an impressive track record of … Read more

The API You Built On Could Kill You in 2025—Time to Find the Exit.

In 2024, AI startups basked in the glow of Big Tech’s generosity—APIs, funding, distribution, all handed over like party favors. Most AI wrapping wasn’t innovation; it was packaging. And it worked because APIs made it easy, investors made it glamorous, and nobody asked too many questions. But here’s the problem with wrapping paper: it doesn’t … Read more

Out with Perpetual, In with Just-in-Time: A Smarter Way to Secure Access

“84% of organizations have experienced an identity-related breach in the last year.” — 2022 Identity Defined Security Alliance (IDSA) Report This striking statistic underscores the pervasive risks organizations face when managing identity and access. One key contributor to this alarming trend is over-provisioned and perpetual access, where users retain unnecessary privileges far beyond what their … Read more

Decluttering Advanced RAG in Building Federated Systems for your Digital Products

In 2024 Large Language Model (LLM), Neuro-Linguistic Programming (NLP), Artificial Intelligence (AI), and Value Creation seem to be the buzzword and a constant theme, but it can be overwhelming to Segway into the ecosystem, so, let’s dive into a single concept RAG (Retrieval Augmented Generation) to build our understanding and how we can utilize it … Read more

Over 200 Businesses Join Paybis’ Crypto Business Wallet in Q4

2024 has been a favorable year for crypto. The introduction of MiCA in the EU, along with increasing regulatory transparency in other key jurisdictions, is gradually eliminating compliance risks, giving businesses the confidence to integrate crypto payments into their operations. Stripe, Paypal, and other providers began to offer middleman services for digital assets, and the … Read more

Virtual Try-On Technology: What You Should Know

What’s your personal color? You’ve probably been asked this question a lot lately. Or maybe you’ve even asked yourself at some point. There’s a good reason why color analysis has been receiving so much hype these days. People want to make sure their next wardrobe addition perfectly matches their seasonal color palette. n While consulting … Read more

Why the Beyoncé Bowl Matters to Connected TV and Live Sports

Live sports is a massive growth opportunity for New Hollywood streaming businesses who dominate connected TV. The global sports online live video streaming market was valued at $27.93 billion in 2024 and is projected to grow to $133.98 billion by 2031, with a compound annual growth rate of 24.64%. in 2024, digital sports viewers were expected to surpass … Read more

ZeroShape: Presenting Our Architecture for Shape Reconstruction

Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Architecture 3.2. Loss and 3.3. Implementation Details 4. Data Curation 4.1. Training Dataset 4.2. Evaluation Benchmark 5. Experiments and 5.1. Metrics 5.2. Baselines 5.3. Comparison to SOTA Methods 5.4. Qualitative Results and 5.5. Ablation Study 6. Limitations and Discussion 7. Conclusion … Read more

ZeroShape: Related Work to Get You Caught Up

Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Architecture 3.2. Loss and 3.3. Implementation Details 4. Data Curation 4.1. Training Dataset 4.2. Evaluation Benchmark 5. Experiments and 5.1. Metrics 5.2. Baselines 5.3. Comparison to SOTA Methods 5.4. Qualitative Results and 5.5. Ablation Study 6. Limitations and Discussion 7. Conclusion … Read more

Introducing ZeroShape: A Strong Regression-Based Zero-Shot 3D Shape Reconstruction Method

Table of Links Abstract and 1 Introduction 2. Related Work 3. Method and 3.1. Architecture 3.2. Loss and 3.3. Implementation Details 4. Data Curation 4.1. Training Dataset 4.2. Evaluation Benchmark 5. Experiments and 5.1. Metrics 5.2. Baselines 5.3. Comparison to SOTA Methods 5.4. Qualitative Results and 5.5. Ablation Study 6. Limitations and Discussion 7. Conclusion … Read more

Cineflicks To Launch First-Ever Watch-to-Earn Streaming Platform With Rewards For Viewers

Cineflicks, an upcoming OTT streaming platform, is set to redefine the entertainment landscape by launching a revolutionary “watch-to-earn” model that rewards users with cryptocurrency tokens for every minute of content consumed. Aiming to go beyond traditional subscription-based services, Cineflicks provides users with not only diverse and engaging content but also the opportunity to earn CNF … Read more

MEXC Elevates Trading Experience With Zero-Fee Futures And Exclusive Rewards For SVIP Traders

Seychelles, December 30, 2024 — MEXC, a leading global cryptocurrency exchange, announces the launch of its exclusive SVIP New Year Trading Fee Promotion, designed to empower sophisticated traders with zero-fee Futures trading and exclusive rewards. This latest initiative underscores MEXC’s commitment to providing value-added services that cater to the evolving needs of the diverse crypto … Read more

Meet Fastex: HackerNoon Company of the Week

We are back with another Company of the Week feature! Every week, we share an awesome tech brand from our tech company database, making their evergreen mark on the internet. This unique HackerNoon database ranks S&P 500 companies and top startups of the year alike. This week, we are proud to present Fastex, the all-encompassing ecosystem redefining the … Read more

New Open-Source Platform Is Letting AI Researchers Crack Tough Languages

:::info Authors: (1) Martyna Wiącek, Institute of Computer Science, Polish Academy of Sciences; (2) Piotr Rybak, Institute of Computer Science, Polish Academy of Sciences; (3) Łukasz Pszenny, Institute of Computer Science, Polish Academy of Sciences; (4) Alina Wróblewska, Institute of Computer Science, Polish Academy of Sciences. ::: :::tip Editor’s note: This is Part 10 of … Read more

GPT-3 Trips Over Polish Grammar While Classic Tools Hold Their Ground in AI Comparison

:::info Authors: (1) Martyna Wiącek, Institute of Computer Science, Polish Academy of Sciences; (2) Piotr Rybak, Institute of Computer Science, Polish Academy of Sciences; (3) Łukasz Pszenny, Institute of Computer Science, Polish Academy of Sciences; (4) Alina Wróblewska, Institute of Computer Science, Polish Academy of Sciences. ::: :::tip Editor’s note: This is Part 9 of … Read more