Skip to content

Minority Mindset

  • Denis Avetisyan: Where AI Meets Quantum Magic

Science

Can AI Really Hack? Assessing Autonomous Cyberattack Capabilities

14.03.2026 by qfx

Despite demonstrating competence in isolated task segments, the AI agent falters on extended sequences-as evidenced by declining performance across all steps regardless of starting position-suggesting a fundamental difficulty with long-horizon planning, though initiating the agent mid-sequence-after achieving initial milestones-improves completion rates compared to beginning from the start.

New research demonstrates the rapidly increasing ability of artificial intelligence to execute complex cyberattacks in simulated environments, raising critical questions about AI safety and cybersecurity.

Categories Science

Beyond Deep Learning: A New Architecture for Smarter AI

14.03.2026 by qfx

The separable neural architecture (SNA) proposes a unified framework for both predictive and generative intelligence by constructing high-dimensional mappings from lower-arity components-atoms-selected via an interaction tensor, effectively encompassing generalized additive, quadratic, and tensor-decomposed models through constraints on interaction order and tensor rank-a formalism that views complex systems not as built, but as grown from simpler interacting parts.

Researchers are exploring a novel neural network structure that unlocks efficient and accurate modeling across a wide range of complex scientific and creative challenges.

Categories Science

Beyond the Average Forecast: Synthesizing Economic Outlooks with Bayesian Quantiles

14.03.2026 by qfx

Quantile forecasts across several countries reveal correlations shaped by the forecasting method employed-specifically, FDRQS, DRQS, and DQLM1-each subtly influencing the relationships between predicted values.

A new framework improves the accuracy and reliability of economic forecasting by combining insights from multiple models and accounting for uncertainty in volatile markets.

Categories Science

Beyond Data: Building the Self-Aware Network

14.03.2026 by qfx

The progression from current 5G infrastructures toward 6G collective intelligence unfolds through semantic enhancements to radio access networks, the deployment of distributed generative agents at the network edge, the subsequent emergence of a shared knowledge plane for coordinated intelligence, and ultimately culminates in a native 6G architecture where semantic communication and collective reasoning are fundamental network capabilities-a trajectory reflecting the inevitable evolution of complex systems.

A new architectural approach aims to imbue 6G networks with semantic understanding and reasoning capabilities, paving the way for truly intelligent, coordinated communication.

Categories Science

Inside the Black Box: How Neural Networks Reshape Information

14.03.2026 by qfx

NerVE reveals that feedforward network nonlinearities within GPT-2 actively reshape information flow by injecting variance to revive dormant pathways-evidenced by post-activation signal enhancement-and simultaneously flattening the eigenspectrum, diminishing dominance of leading eigenvectors and concentrating this redistribution within specific network depths, as visualized by a localized transition band in the JS heatmap.

New research reveals how the internal dynamics of deep learning models transform data, offering crucial insights into their representational power.

Categories Science

Market Signals and the White House: Decoding Policy’s Impact

13.03.2026 by qfx

Across representative European stock indices during January 21-March 17, 2025, cumulative entropy traced the volatile dance of market uncertainty, hinting at an underlying chaos barely contained by conventional metrics σ.

New research reveals how financial markets react to presidential policy communication, showing a shift towards predictable volatility in the early stages of a term.

Categories Science

Can AI Audit the Books? A New Test for Financial Reasoning

13.03.2026 by qfx

Researchers have created a challenging benchmark to assess whether large language models can accurately verify financial statements against complex accounting rules.

Categories Science

Predicting the Unpredictable: A New Approach to Chronic Disease Risk

13.03.2026 by qfx

Survival probabilities, when clustered using both established diagnoses and predictions, reveal distinct trajectories for hypertensive patients, a pattern echoed across other investigated diseases as detailed in Appendix 0.C.

Researchers are combining the strengths of survival analysis and machine learning to build more accurate and interpretable early warning systems for chronic illnesses.

Categories Science

Spotting DeFi Scams: A New Framework for Rug Pull Detection

13.03.2026 by qfx

The receiver operating characteristic curves, presented with increased magnification, delineate the trade-off between true positive rate and false positive rate, demonstrating the discriminatory power of the classification model under scrutiny.

Researchers have developed a novel system that combines blockchain data with off-chain intelligence to identify and predict fraudulent ‘rug pull’ schemes in decentralized finance.

Categories Science

Rewinding the Future: Training Language Models to Respect Time

13.03.2026 by qfx

The DatedGPT-2020 model, deliberately trained on pre-2020 data, demonstrates a clear boundary of knowledge, exhibiting complete unawareness when questioned about the subsequent emergence of OpenAI’s ChatGPT-a stark illustration of how temporal limitations in training data define the scope of artificial intelligence.

A new approach tackles the problem of ‘lookahead bias’ in large language models, ensuring more reliable predictions for time-sensitive applications like financial forecasting.

Categories Science
Older posts
Newer posts
← Previous Page1 … Page39 Page40 Page41 … Page173 Next →
© 2026 Minority Mindset • Built with GeneratePress