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Science

The Rise of Agent Networks: Navigating the Safety Challenges

02.12.2025 by qfx

As artificial intelligence evolves into increasingly autonomous and interconnected systems, ensuring the safety and reliability of these agent networks is becoming paramount.

Categories Science

Uncovering Why Companies Fail: An AI Approach to Bankruptcy Risk

02.12.2025 by qfx

Runtime scales favorably with feature budget, demonstrating improved efficiency as available features increase.

A new framework uses artificial intelligence to move beyond predicting corporate bankruptcy toward understanding the underlying causes.

Categories Science

Mapping the Waves: Forecasting Trends in Epidemics and Human Behavior

02.12.2025 by qfx

The TrendGNN pipeline constructs a block-diagonal matrix-comprising $N_{state}$ similarity matrices computed via Dynamic Time Warping and smoothing-to represent temporal relationships within multivariate time series data, ultimately transforming an input of size $(N_{state} \times N_{signal}) \times \text{window}$ into a condensed square matrix of size $(N_{signal} \times N_{state})^2$ using a four-week window for analysis.

A new graph-based forecasting framework leverages network structures and trend similarities to predict the spread of diseases, beliefs, and behaviors with improved accuracy and insight.

Categories Science

Can AI Gauge Public Opinion on Data Centers?

02.12.2025 by qfx

The study introduces a framework for gauging public opinion within data centers by synthesizing county-level demographics and project details to create representative virtual agents, a process validated using $χ^2$ tests, and employing multi-modal polling-spanning GPT-5, Gemini-2.5-Pro, and Qwen-Max across thirteen questions and five core domains-to facilitate comparative analysis against both cross-regional data and human responses.

Researchers explore a new method of using large language models to poll ‘AI agents’ and understand community sentiment surrounding proposed data center projects.

Categories Science

Eyes on the Sky: AI Pinpoints Global Methane Leaks

02.12.2025 by qfx

In Hassi Messaoud, Algeria, the MARS-S2L system successfully quantified emissions from a mitigated source, accurately detecting activity until its confirmed cessation on October 14th, 2024, demonstrating its capacity for precise temporal tracking of fugitive emissions events.

A new machine learning system leverages satellite imagery to identify and verify methane emissions, offering a crucial tool for climate action.

Categories Science

Beyond Benchmarks: Architecting a Holistic View of AI Infrastructure

02.12.2025 by qfx

A new framework integrates performance, efficiency, and cost across the entire AI stack, offering a pathway to truly optimized and sustainable systems.

Categories Science

Predicting Diabetes Years Before Diagnosis

02.12.2025 by qfx

The architecture models both within-document and cross-document temporal relationships between clinical entities, leveraging Unified Medical Language System knowledge to predict type 2 diabetes risk-a hierarchical temporal graph neural network designed to capture the evolving context of patient data.

New research leverages the power of clinical notes and advanced AI to forecast Type 2 Diabetes risk with unprecedented accuracy and fairness.

Categories Science

Beyond the Hype: Calculating true AI Value

01.12.2025 by qfx

New research offers a practical framework for quantifying the return on investment for artificial intelligence projects, accounting for often-overlooked risks and costs.

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Predicting the Unpredictable: A New Approach to Dynamic Systems

01.12.2025 by qfx

Estimated latent forces, $\bm{\eta}$, accurately reflect true nonlinear forces at each degree of freedom within the three-degree-of-freedom system, as demonstrated by the close alignment within $\pm 2\sigma$ confidence intervals.

Researchers have developed a probabilistic framework that accurately forecasts the behavior of complex systems, even when the underlying models are imperfect.

Categories Science

Predicting the Next Outbreak: A Smarter Approach to Epidemic Forecasting

01.12.2025 by qfx

A hierarchical neuro-symbolic system integrates diverse contextual data - encompassing school schedules, weather patterns, nationwide HFMD incidence, and established guidelines - to generate a transmission impact signal, which is then combined with historical case data to produce probabilistic forecasts of hand, foot, and mouth disease outbreaks.

Researchers are moving beyond traditional curve-fitting methods by integrating large language models and agent-based modeling to create more accurate and interpretable epidemic forecasts.

Categories Science
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