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Beyond the Algorithm: Islamic Ethics and the Fight Against Deepfakes

23.12.2025 by qfx

As deepfake technology advances, a new ethical framework is needed to address the potential for misinformation and harm, and this paper proposes Islamic principles as a uniquely effective solution.

Categories Science

Seeing Around Corners: Predictive Radar for Safer Seas

22.12.2025 by qfx

Automatic Identification System (AIS) data provides vessel-specific information-such as identity and voyage details-limited to cooperative vessels, whereas X-band radar, as demonstrated by the MOANA dataset, captures a comprehensive scene including shoreline and potentially ambiguous echoes from clutter or navigation aids, highlighting a fundamental difference in the scope and data provided by these two maritime observation technologies.

This review explores how artificial intelligence can anticipate future radar returns, enabling autonomous vessels to navigate more effectively in complex maritime environments.

Categories Science

Predicting the Plug-In Future: How Machine Learning Forecasts EV Charging Demand

22.12.2025 by qfx

The study addresses the critical need for accurate forecasting of electric vehicle (EV) charging loads, a task essential for stabilizing power grids and optimizing energy distribution as EV adoption increases.

Accurately forecasting electric vehicle charging load is crucial for grid stability and efficient energy management as EV adoption accelerates.

Categories Science

Unmasking the Hidden Biases in AI Image Generation

22.12.2025 by qfx

The study reveals that text-to-image models, when prompted with queries flagged by MineTheGap as potentially biased, exhibit limited semantic diversity-generating remarkably similar outputs-while a standard image search retrieves a wider range of visual interpretations for the same prompts, exposing the models’ constrained understanding of nuanced requests.

Researchers have developed a new automated system to expose the subtle prejudices embedded within text-to-image models, revealing how these systems can perpetuate harmful stereotypes.

Categories Science

Mapping the Alzheimer’s Brain: A New Path to Early Diagnosis

22.12.2025 by qfx

Researchers are leveraging advanced network analysis and machine learning to unlock deeper insights into the brain changes associated with Alzheimer’s disease.

Categories Science

Hidden in Plain Sight: Uncovering Illicit Data on Ethereum

22.12.2025 by qfx

A framework establishes a method for integrating data restoration and analysis within the Ethereum blockchain, acknowledging the inevitable decay of systems and prioritizing sustained functionality rather than simply measuring elapsed time, as data persists within the network’s evolving structure-a process defined not by duration but by the medium of the blockchain itself-and allowing for continuous assessment even as the underlying system ages.

Researchers are now able to detect and analyze sensitive and illegal content embedded within Ethereum transactions, revealing a previously unseen risk to blockchain security and privacy.

Categories Science

From Data to Discovery: An Intelligent Framework for Knowledge Mining

22.12.2025 by qfx

The Information and Knowledge Mining Framework (IKMF) establishes a progression from data production to actionable insight, facilitated by a trustworthy long-term archiving stream that underpins the entire process and ensures sustained value extraction from raw information.

A new architecture integrates artificial intelligence, semantic technologies, and digital preservation to unlock actionable insights from raw data and accelerate scientific progress.

Categories Science

Feeling Seen: AI That Understands the Emotion in Images

22.12.2025 by qfx

Artificial intelligence models now leverage textual descriptions of a photographer’s intent to refine images, conveying desired emotions through retouching, and similarly enable social media users to curate content reflecting their feelings-a personalization strategy designed to enhance engagement and broaden audience reach.

Researchers are developing image filters that go beyond simple aesthetics, aiming to subtly reshape visuals to evoke specific emotional responses.

Categories Science

Seeing Through the AI: A New Approach to Spotting Fake Images

22.12.2025 by qfx

Midjourney images undergo anomaly distribution analysis via pixel-level mapping, revealing patterns indicative of underlying structural inconsistencies within the generated content.

Researchers are developing techniques to move beyond obvious visual cues and identify AI-generated images with greater accuracy and reliability.

Categories Science

Beyond the Ising Model: Quantum Fields Predict Financial Fluctuations

22.12.2025 by qfx

The application of $ \phi^{4} $ theory to historical AAPL returns forecasts future trading day performance, revealing a predictive model calibrated to the specific temporal context of October 2024.

Researchers are exploring the application of quantum field theory – specifically a disordered ϕ⁴ model – as a novel machine learning approach to forecasting financial time series.

Categories Science
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