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When AI Gets Phished: Why Language Models Struggle to Spot Online Threats

17.01.2026 by qfx

Despite being trained on a mislabeled example - an email falsely identified as legitimate within a Nigerian Prince scam - the model demonstrated robust pattern recognition, correctly classifying the content and effectively overriding the erroneous label, suggesting an inherent resilience to data quality issues.

A new study reveals that even finely-tuned language models can be surprisingly vulnerable to phishing attacks, highlighting critical weaknesses in how these systems learn to identify malicious content.

Categories Science

Resurrecting Legacy Models with AI’s Symbolic Touch

17.01.2026 by qfx

NSR-Boost establishes a framework for enhancing performance through a novel boosting mechanism, fundamentally altering the decision boundary via weighted samples to achieve improved generalization capabilities, as demonstrated by its iterative refinement process detailed in [latex] \mathcal{L} = \sum_{i=1}^{N} L(y_i, f(x_i)) [/latex].

A new framework combines the power of large language models with traditional machine learning to intelligently correct and enhance existing industrial applications.

Categories Science

The AI Skills Gap: Are Computer Science Students Feeling the Pressure?

17.01.2026 by qfx

A new study explores the rising anxieties among future computer scientists about job security in an era of rapidly advancing artificial intelligence.

Categories Science

Predicting the Future, One Time Series at a Time

17.01.2026 by qfx

New research reveals a method for gauging how reliably we can forecast future trends from past data, before even building a predictive model.

Categories Science

Bridging the Language Gap in Global Crises

17.01.2026 by qfx

Comparative BLEU scores demonstrate performance differences between language pairs EX and XE.

A new assessment reveals uneven progress in machine translation capabilities, leaving vulnerable communities at risk during emergencies.

Categories Science

Forecasting the Future with Confidence: A New Foundation Model for Time Series

16.01.2026 by qfx

ProbFM establishes an end-to-end pipeline for single-pass inference, effectively streamlining the process from initial input to final output and demonstrating a cohesive architectural approach to the task.

Researchers have developed a novel approach to time series forecasting that not only predicts future values but also rigorously quantifies the uncertainty surrounding those predictions.

Categories Science

Taming AI Economies: A Control System for Stable Tokenomics

16.01.2026 by qfx

The system establishes a closed-loop feedback mechanism-the Dynamic-Control Buyback Mechanism-where deviations between a target price and real-time market values are processed by a PID controller to determine intervention intensity, subsequently constrained by solvency parameters and enacted through market buy-and-burn operations, ensuring asymptotic solvency even amidst volatile conditions and effectively stabilizing the decentralized AI economy via iterative price adjustments [latex] e_{k} [/latex].

New research demonstrates how applying control theory can dynamically stabilize the often-volatile token economies powering decentralized artificial intelligence networks.

Categories Science

AI Learns to Predict Thailand’s Monsoon

16.01.2026 by qfx

Researchers have harnessed artificial intelligence to identify a key climate indicator for more accurate long-term rainfall forecasting in Thailand.

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Beyond Resilience: How Cities Can Thrive in the Face of Crisis

16.01.2026 by qfx

New research proposes a framework for urban antifragility, demonstrating that cities can not only withstand shocks but actively grow stronger through them.

Categories Science

The Weakest Links: Exposing Flaws in AI Agent Capabilities

16.01.2026 by qfx

A comprehensive threat model elucidates potential attack vectors, inherent vulnerabilities, and consequential security impacts associated with agent skills, establishing a framework for proactive risk mitigation.

A new large-scale study reveals that a significant portion of skills used by AI agents harbor security vulnerabilities that could lead to data breaches and unauthorized access.

Categories Science
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