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Science

Smart Money: AI-Powered Portfolios Tailored to You

16.12.2025 by qfx

A new approach combines the power of artificial intelligence with personalized financial modeling to optimize investment strategies.

Categories Science

Decoding Market Complexity: A New Approach to Financial Time Series

16.12.2025 by qfx

Researchers are combining advanced signal processing with graph neural networks to unlock deeper insights into the dynamics of global financial markets.

Categories Science

Smarter Hedging: AI Takes on Option Risk

16.12.2025 by qfx

The analysis of rolling risk differentials-specifically, 63-day volatility and drawdown-demonstrates that the blended strategy consistently outperforms each individual component, as evidenced by the consistently negative values indicating superior risk-adjusted returns.

A new reinforcement learning framework offers a practical path to dynamically managing option exposures and improving portfolio performance in live markets.

Categories Science

Reading the News, Predicting the Market: TopicProphet’s Novel Approach

16.12.2025 by qfx

Topic modeling reveals the evolution of thematic concentrations over time, dissecting how subjects wax and wane in prominence-a process akin to charting the lifecycle of ideas themselves.

A new framework leverages evolving news topics to improve the accuracy of stock price predictions by dynamically segmenting data based on shifts in public discourse.

Categories Science

Can AI Trade? New Benchmark Reveals Limits of Large Language Models in Finance

16.12.2025 by qfx

A new study challenges the hype around artificial intelligence in financial markets, demonstrating that current large language models struggle with fundamental quantitative trading tasks.

Categories Science

Beyond Backtesting: Validating Trading Strategies That Actually Work

16.12.2025 by qfx

Across 34 out-of-sample tests, the strategy demonstrated consistently positive, cumulative returns with significantly reduced volatility compared to the SPY benchmark, as evidenced by the distribution of quarterly outcomes displayed in individual folds.

A new framework rigorously evaluates trading strategies based on market microstructure signals, focusing on out-of-sample performance and avoiding the pitfalls of overfitting.

Categories Science

The AI Echo Chamber: Why Agents Fall for false Trends

16.12.2025 by qfx

New research reveals that artificial intelligence agents, when interacting in networked environments, exhibit a tendency to overestimate popular participation, mirroring human susceptibility to social influence.

Categories Science

Decoding Economic Signals: The Rise of Explainable AI

16.12.2025 by qfx

As artificial intelligence increasingly influences economic forecasting, understanding why models make certain predictions is becoming as crucial as the predictions themselves.

Categories Science

Beyond Model Risk: Governing the Rise of Autonomous AI in Finance

16.12.2025 by qfx

The architecture proposes a decentralized approach to regulating financial artificial intelligence, distributing oversight across multiple regulatory bodies and incorporating independent audit and regulatory components to foster a more robust and adaptable system.

As artificial intelligence systems gain increasing autonomy in financial markets, traditional risk management approaches are proving inadequate, demanding a new regulatory paradigm.

Categories Science

Listening to the Depths: AI Learns to Identify Underwater Sounds

16.12.2025 by qfx

The study visualizes connections within a Mel-spectrogram using graph representations, demonstrating how the integration of a UATR-GTransformer - composed of successive GTransformer blocks - builds upon a foundational Graph Neural Network to model spectral relationships.

A new approach combining graph and transformer neural networks enhances the accuracy of identifying objects based on their acoustic signatures in challenging underwater environments.

Categories Science
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