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Science

Predicting the Future of Finance: A Smarter Approach to Stock Forecasting

18.12.2025 by qfx

New research demonstrates a significant leap in long-term stock market prediction accuracy using an optimized machine learning model.

Categories Science

Decoding Market Moves: A New Framework for Tracking Price Trends

18.12.2025 by qfx

The system digests price fluctuations and textual events, channeling them through stages of deterministic analysis-detection, alignment, and metric calculation-to yield interpretable narratives characterizing distinct structural regimes, acknowledging that each computational step implicitly forecasts eventual systemic breakdown.

Researchers have developed a deterministic system that identifies and explains sustained price fluctuations in equity markets, linking them to real-world events.

Categories Science

Beyond Buzzwords: Quantifying Originality in AI Research

18.12.2025 by qfx

Performance varied significantly across domains, with test agreement rates correlated to both the prevalence of positive labels and the distribution of categories present within the training data-suggesting that model reliability is fundamentally shaped by the characteristics of the data it learns from.

A new system, NoveltyRank, aims to move beyond simple citation counts and provide a more nuanced assessment of how truly novel a given AI paper is.

Categories Science

Seeing the Forest and the Finances: A New Approach to Visual Understanding

18.12.2025 by qfx

PyFi-adv establishes a competitive framework where an adversarial agent challenges a reasoning system under the Monte Carlo Tree Search paradigm, generating sequential queries designed to escalate the complexity of financial visual reasoning tasks and progressively reveal underlying capability limits.

Researchers have developed a novel framework, PyFi, to enhance how AI models interpret complex financial images and generate insightful reasoning.

Categories Science

Beyond Black Boxes: Building Trustworthy AI for Finance

18.12.2025 by qfx

The VERAFI system establishes an end-to-end pipeline for processing financial queries, leveraging $Qwen3$-based embeddings and the $Jina$-reranker to enhance information retrieval, followed by agentic reasoning grounded in formal $SMT$-lib specifications of $GAAP/SEC$ constraints-integrated as contextual guidelines-to ensure both mathematical accuracy and regulatory compliance in generated financial insights.

A new framework combines the power of large language models with formal verification to create financial intelligence systems that are both accurate and demonstrably reliable.

Categories Science

Augmenting Insights: Can Generated Data Solve Network Prediction Problems?

18.12.2025 by qfx

The study demonstrates that CTGAN effectively generates synthetic minority samples whose feature distributions closely mirror those of real samples, as evidenced by the near-complete overlap of their log histograms-a result indicating the generated data possesses a comparable statistical profile to the original data.

A new study compares generative data augmentation techniques for improving predictions of slow transfer performance in scientific computing networks.

Categories Science

Imagining What’s Possible: An Agent for Zero-Shot Affordance Prediction

18.12.2025 by qfx

The A4-Agent exhibits a resilient capacity for affordance reasoning, consistently identifying plausible regions within unpredictable, real-world scenarios despite complex directional cues.

Researchers have developed a novel agentic framework that leverages the power of foundation models to predict how objects can be used without any prior training.

Categories Science

Smarter Data Labeling: Boosting Deep Learning with Verified Adversarial Examples

17.12.2025 by qfx

Across three benchmarks, test accuracy improved with each iteration, demonstrating a consistent learning trajectory in the absence of adversarial perturbations.

A new approach combines deep active learning with formal verification to generate targeted, diverse data for more efficient and robust model training.

Categories Science

Seeing Isn’t Believing: Deepfakes and the 2025 Canadian Vote

17.12.2025 by qfx

During the election period, analysis across X, Bluesky, and Reddit reveals distinct platform-specific patterns in the prevalence of deepfake intents, with each platform exhibiting a unique distribution of synthetic content despite an overall composition summarized by the inset pie chart.

A new analysis reveals the surprisingly limited impact of AI-generated deepfakes during the recent Canadian election, despite widespread concerns about their potential to disrupt democracy.

Categories Science

Untangling the Signals: A New Approach to Overfitting in Brain Data

17.12.2025 by qfx

Analysis of electroencephalography (EEG) data reveals that a method leveraging latent components of brain activity not only successfully disentangles event-related desynchronization/synchronization (ERD/ERS) and event-related potential (ERP) responses associated with motor execution and cueing, but also mitigates hidden overfitting in deep learning models-a common pitfall where models perform well on training data but fail to generalize-as demonstrated by significantly improved validation and out-of-distribution test accuracies on datasets encompassing both imagined and executed movements, and resting-state eye blinks.

Researchers have developed a novel method to improve the reliability of brain-computer interfaces by addressing a hidden cause of performance decline in deep learning models.

Categories Science
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