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Science

Powering Through: Building Resilient Communities in the Face of Disruption

31.12.2025 by qfx

A Resilience Hub offers a schematic for confronting the inevitable - a localized point where systems converge, acknowledging that even the most robust constructions are ultimately subject to the forces that define their limits.

This review examines how to strengthen power systems and the communities they serve against increasingly frequent and severe disruptions.

Categories Science

Beyond the Hype: Real-World AI Security Concerns Emerge

30.12.2025 by qfx

The escalating volume of AI security reports over time underscores a growing awareness - and likely incidence - of vulnerabilities as the technology matures and its deployment expands.

A new analysis of developer forums reveals a disconnect between theoretical AI risks and the practical security challenges faced in building and deploying AI-powered projects.

Categories Science

Predicting Bitcoin’s Future: Global Money Supply as a Key Indicator

30.12.2025 by qfx

The TimeXer architecture integrates both internal and external data through dedicated embedding and attention mechanisms, enabling a nuanced understanding of temporal dynamics.

A new expert system leverages global liquidity data alongside advanced time-series forecasting to achieve more accurate long-term Bitcoin price predictions.

Categories Science

AI’s Growing Power: A New Framework for Responsible Development

30.12.2025 by qfx

The ARC framework establishes a recursive approach to reasoning, wherein complex problems are decomposed into simpler subproblems until reaching a base case solvable with a defined operator [latex] \mathcal{R} [/latex], thus enabling compositional generalization and systematic program execution.

As artificial intelligence systems gain increasing autonomy, a structured approach to managing their potential risks is becoming critical.

Categories Science

Beyond Defense: AI Agents and the Future of Cyber Resilience

30.12.2025 by qfx

An integrated cyber-physical system achieves closed-loop cognition and adaptation by employing agentic AI to mediate bidirectional interaction between cyber services and physical systems, effectively blurring the line between digital intelligence and material response.

As cyberattacks grow more sophisticated, a new security paradigm is emerging that leverages intelligent, autonomous AI agents to adapt and respond to threats in real-time.

Categories Science

Predicting CAT Bond Risk with Climate Data

30.12.2025 by qfx

The distribution of bond issuances across nations between June 1997 and December 2020 reveals the uneven growth of financial ecosystems, with concentrations forming not through design, but as emergent properties of market forces-a pattern destined to shift as unforeseen vulnerabilities accumulate within these interconnected systems.

A new study explores how incorporating climate variability indices into machine learning models can improve the pricing and risk assessment of catastrophe bonds.

Categories Science

Weathering the Storm: Predicting Power Outages with AI

30.12.2025 by qfx

The proposed algorithm establishes a framework for predicting power outages, leveraging a mathematically rigorous approach to anticipate disruptions within the electrical grid.

A new machine learning framework leverages weather patterns and socio-economic data to forecast power disruptions caused by extreme events.

Categories Science

Fortifying AI: A Proactive Defense Against Emerging Threats

30.12.2025 by qfx

A multi-agent system leverages large language models with retrieval-augmented generation to synthesize threat intelligence, extracting and ranking tactics, techniques, and procedures-along with associated vulnerabilities across the machine learning lifecycle-and encoding these relationships within a heterogeneous knowledge graph to map GitHub/PyPI common vulnerabilities and exposures to ATT&CK/ATLAS frameworks.

As artificial intelligence systems become increasingly integrated into critical infrastructure, securing them against adversarial attacks and data manipulation is paramount.

Categories Science

Leveling the Playing Field: Machine Learning for Rare Conditions in the ICU

30.12.2025 by qfx

A clinical decision support system integrates real-time and archival data from patient monitors, ventilators, infusion pumps, and electronic health records to fuel predictive models-designed for tasks including mortality prediction, disposition planning, and triage prioritization-and delivers outputs through clinician dashboards, all while incorporating feedback and governance mechanisms to ensure safe, equitable, and workflow-aligned implementation as the system inevitably ages.

Predictive modeling in emergency and critical care often struggles with limited data for the most serious-but least frequent-conditions.

Categories Science

Beyond Pairwise Connections: A New Network Robustness Predictor

30.12.2025 by qfx

To guarantee injectivity when operating on multisets, element-wise features undergo a non-linear transformation φ before being summed, ensuring distinct inputs yield distinct outputs.

Researchers have developed a novel approach to assessing the resilience of complex networks by modeling higher-order interactions, offering a more accurate prediction of cascading failures.

Categories Science
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