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How Well Do Graph Embeddings Remember Network Change?

29.11.2025 by qfx

New research introduces ‘representation integrity’ as a crucial metric for evaluating dynamic graph embeddings, assessing their ability to faithfully capture evolving relationships.

Categories Science

From Wireframe to Web App: AI-Powered Geospatial Dashboards

29.11.2025 by qfx

A knowledge-driven framework translates annotated wireframes directly into executable code, enabling automated platform development and facilitating the visualization of both temporal and spatial data-a process that bypasses traditional, manual implementation.

A new framework automates the creation of interactive, data-driven maps and dashboards using the power of large language models and structured knowledge.

Categories Science

Mapping the Universe: AI Decodes Galaxy Cluster Motion

29.11.2025 by qfx

The simulation, analyzed with a Siamese convolutional neural network against $XMM-Newton$ observations, demonstrates a capacity to discern kinematic similarity-not visual correspondence-within galactic cluster data, suggesting that complex, data-driven metrics can reveal underlying relationships obscured by simple pixel comparisons.

A new deep-learning framework bridges the gap between X-ray observations and cosmological simulations, offering unprecedented insight into the dynamics of the vast gas surrounding galaxy clusters.

Categories Science

Predicting the Solar Wind with AI: A New Approach to Space Weather

28.11.2025 by qfx

The study demonstrates that while estimations of solar wind speed at 1 AU, derived from a Spectral Finite-element Neutral Operator (SFNO) model with varying predictive horizons, become increasingly refined with shorter horizons-ranging from 5 to 139 radii-the technique, even at its best, faces significant challenges in replicating ground truth data from magnetohydrodynamic (MHD) solutions, as evidenced by a high mean squared error in this particularly complex Carrington Rotation 2160, though a simpler Harmonic Unbiased X-filter (HUX-f) technique consistently produces the smoothest estimates.

Researchers have developed a machine learning model that accurately forecasts the radial velocity of the solar wind, offering a faster and more efficient alternative to traditional simulations.

Categories Science

Beyond Capability: Measuring the Harm Potential of AI

28.11.2025 by qfx

PropensityBench systematically categorizes dangerous capabilities across four risk domains, encompassing a total of 5,874 scenarios ($979 \times 6$), and formally defines each capability in Appendix A to facilitate comprehensive evaluation of potential harms.

A new benchmark assesses how likely large language models are to choose harmful actions when facing realistic pressures and complex scenarios.

Categories Science

Beyond English: Assessing Generative AI Risks with Korean Culture

28.11.2025 by qfx

A new dataset and risk framework, AssurAI, tackles the crucial need for culturally nuanced safety evaluations of generative AI models, moving beyond the limitations of English-centric benchmarks.

Categories Science

Seeing the Signs: AI-Powered Anomaly Detection for Critical Infrastructure

28.11.2025 by qfx

A new hybrid approach combining computer vision techniques with spiking neural networks offers a path toward real-time monitoring and threat detection in transportation systems.

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Beyond the Edge Case: AI-Driven Scenario Generation for Autonomous Vehicle Safety

28.11.2025 by qfx

The framework demonstrates a capacity to transform initially safe trajectories into high-risk, long-tail events-including left-turn conflicts, multi-vehicle interactions, rear-end collisions, roadside incursions, sudden decelerations, and complex intersection risks-by interpreting scenario semantics and adaptively optimizing risk objectives, thus reproducing realistic and diverse safety-critical interactions.

A new framework leverages the power of artificial intelligence to create challenging and realistic driving scenarios, helping to validate the safety of self-driving systems.

Categories Science

Building Back Smarter: AI for Infrastructure Renewal

28.11.2025 by qfx

This review explores how machine learning can transform the management of large-scale infrastructure reconstruction programs, improving efficiency and adaptability.

Categories Science

Brazil’s Pix System Under Attack: A Rising Tide of Fraud

28.11.2025 by qfx

A new analysis details the evolving methods fraudsters are using to exploit Brazil’s instant payment system, and the critical role artificial intelligence plays in both attack and defense.

Categories Science
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