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Containing Financial Contagion: A Control-Theoretic Approach

18.11.2025 by qfx

New research demonstrates how optimal control techniques can be used to model and mitigate the spread of distress within complex financial networks.

Categories Science

Banking on Language: A New Approach to Financial Data

18.11.2025 by qfx

The distribution of downstream task performance across all metrics demonstrates the inherent variability in model outcomes, highlighting that even seemingly successful systems exhibit a range of capabilities and limitations.

Researchers have developed a novel model that understands financial transactions by treating them as natural language, unlocking insights from limited data.

Categories Science

Decoding Cause and Effect: AI Predicts Traffic with Human-Like Reasoning

18.11.2025 by qfx

Event-CausNet establishes an overarching architecture for discerning event causality, structuring relationships to understand how events influence one another within a complex system.

Researchers have developed a new AI framework that leverages natural language understanding to improve the accuracy and interpretability of traffic forecasting, especially during unexpected events.

Categories Science

Smarter Financial Advice: How Knowledge Graphs are Leveling Up AI Recommendations

18.11.2025 by qfx

The study demonstrates that FLARKO, and its RAG-enhanced variants-particularly Parallel RAG-FLARKO-achieve superior performance in simultaneously optimizing for both behavioral alignment (measured by Preference@3) and profitability (Prof@3), as evidenced by consistently higher Comb@3 scores-a metric quantifying the frequency of recommending assets exhibiting both qualities-with standard error accounted for in the analysis.

A new framework efficiently integrates personal and market data to deliver more relevant and personalized financial asset recommendations using large language models.

Categories Science

Seeing Through the Smoke: AI Explains Wildfire Risk

18.11.2025 by qfx

U.S. extreme disaster events have incurred increasingly significant costs over time, reflecting a growing financial burden associated with these occurrences.

New research demonstrates how explainable AI is unlocking the ‘black box’ of wildfire prediction models to build greater trust in forecasts and improve disaster preparedness.

Categories Science

Predictive Safety Nets: AI Agents for High-Risk Environments

18.11.2025 by qfx

The HARNESS system architecture embodies an approach to infrastructure where components inevitably degrade, prompting a focus on managing that decay rather than preventing it-a testament to the transient nature of all complex systems.

A new multi-agent system leverages large language models to forecast hazards and enhance safety protocols in complex operational settings.

Categories Science

Weathering the Storm: Smarter AI for Extreme Event Prediction

18.11.2025 by qfx

The aggregation method proceeds as a flowchart, establishing a structured pathway for consolidating data and insights.

A new approach to combining weather model predictions significantly boosts the accuracy of forecasting high-impact events, offering crucial improvements for disaster preparedness.

Categories Science

Mapping Resilience: AI-Powered Regions for Smarter Disaster Planning

17.11.2025 by qfx

The system architecture facilitates agentic AI-enhanced planning support for regionalization, leveraging a framework designed to optimize complex spatial arrangements and resource allocation through autonomous decision-making processes.

A new approach leverages artificial intelligence and localized data to create adaptable regional boundaries that better address specific disaster risks and enable more targeted interventions.

Categories Science

Bad Data, Better Predictions?

17.11.2025 by qfx

Borrower age correlates significantly with loan status, as demonstrated by the distribution which reveals distinct patterns based on age groups.

New research reveals that the impact of data quality on credit risk models isn’t always what you’d expect.

Categories Science

Silent Threats: How Bad Data Can Undermine Healthcare AI

17.11.2025 by qfx

A new analysis reveals that surprisingly few manipulated data points can compromise the accuracy and reliability of artificial intelligence systems used in medical diagnosis and treatment.

Categories Science
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