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Life’s What Happens When You’re Planning: How People Use AI to Map Their Futures

15.12.2025 by qfx

A planned trajectory, visualized as a primary green line, navigates a complex decision space where divergent gray branches represent alternative pathways and the inherent risk of unsuccessful outcomes.

New research explores how individuals are leveraging AI chatbots like ChatGPT to tackle long-term life planning, and where these tools fall short.

Categories Science

Spotting Smoke and Mirrors: AI Tackles Corporate Greenwashing

15.12.2025 by qfx

The EmeraldGraph knowledge graph organizes information about a company by categorizing nodes into distinct types-Initiative, Location, Material, Product, Goal, Sustainability Claim, Organization, Facility, and KPI Observation-thereby establishing a structured representation of interconnected business elements.

A new framework leverages knowledge graphs and large language models to critically assess sustainability claims and expose misleading environmental reporting.

Categories Science

Predicting Magnetic Losses with AI: A Physics-Informed Approach

15.12.2025 by qfx

The SEPI-TFPNet model architecture processes 1,024-point time-series data through hierarchical feature extraction and integrates it with scalar physical features via an adaptive multimodal fusion module, guided by a customized loss function that constrains both an empirical model and a data-driven model informed by spectral-entropy discrimination and an explicit physics-prior feature channel, ultimately predicting core loss through a three-layer MLP.

A novel deep learning architecture leverages spectral entropy and feature fusion to dramatically improve the accuracy and robustness of magnetic core loss prediction.

Categories Science

Beyond Connections: Predicting Trust in Evolving Networks

15.12.2025 by qfx

The study demonstrates a context-aware trust prediction system’s ability to differentiate between user pairs-accurately identifying distrusted relationships in some cases and trusted relationships in others-suggesting the model captures nuanced interactions beyond simple overall assessments.

A new model leverages contextual understanding and dynamic graph analysis to anticipate reliable relationships within complex systems.

Categories Science

Seeing Through the Blockchain: AI Detects Smart Contract Attacks

15.12.2025 by qfx

A novel model is proposed for detecting cyberattacks targeting Ethereum smart contracts and transactions.

A new approach uses computer vision techniques to analyze blockchain transactions and identify malicious activity within smart contracts.

Categories Science

When AI Minds Get Fuzzy: The Limits of Clinical Reasoning

15.12.2025 by qfx

New research reveals that artificial intelligence, despite vast medical knowledge, struggles to reliably interpret complex, real-world patient data.

Categories Science

Boston’s Green Line: Mapping Resilience in an Urban Rail Network

15.12.2025 by qfx

The network’s data, when subjected to risk calculation, demonstrates an inevitable trajectory toward decay, quantified as a function of systemic vulnerability rather than simply elapsed time.

A new analysis details the vulnerabilities and strengths of Boston’s Green Line subway system, offering critical insights for improving its operational reliability and security.

Categories Science

Predictable Robots: Calibrating Uncertainty for Safer Action

15.12.2025 by qfx

The system leverages state transition data alongside an approximate dynamical model to establish a symmetry-aware probabilistic error bound on configuration predictions, enabling the computation of a calibrated prediction region $𝒞^q$ guaranteed to contain the true configuration resulting from a desired action $u_{des}$.

A new approach uses advanced mathematical tools to build more reliable predictions of robot movements, even with imperfect information about the environment.

Categories Science

AI Guides Heart Valve Treatment Choices

14.12.2025 by qfx

Patients undergoing transcatheter aortic valve replacement (TAVR) disproportionately represent higher-risk profiles within both the Hartford and St. Vincent’s cohorts, necessitating prognostic matching on training data to mitigate treatment imbalance and ensure reliable comparative analysis.

A new data-driven tool helps clinicians determine the best treatment – surgical or transcatheter – for patients with aortic stenosis.

Categories Science

Future-Proofing the Farm: Planning for Uncertainty in Crop Production

14.12.2025 by qfx

The proposed framework generates a spatio-temporal crop allocation plan for the year 2024, demonstrating a system capable of dynamic resource distribution across both space and time.

A new framework combines economic viability with sustainable agricultural practices to create resilient crop plans in the face of unpredictable conditions.

Categories Science
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