Author

Gonzalo A. Ruz

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Preprint Aug 2026

Classifying Directional Trajectories Near Criticality in the Three-State Majority-Vote Model with Deep Belief Networks and Bidirectional GRUs

A principled hierarchical architecture for detecting and classifying critical transitions in agent-based opinion dynamics models is established, establishing a principled hierarchical architecture for detecting and classifying critical transitions in agent-based opinion dynamics models.

Mauricio A. Valle, Gonzalo A. Ruz · 0 citations

#machine learning Preprint Aug 2026

A Learning Algorithm for Threshold Boolean Networks with Prescribed Fixed Points

The proposed method employs a custom differentiable loss function that jointly enforces fixed point preservation, penalizes spurious attractors, encourages binary outputs, and promotes sparsity through L1 regularization, demonstrating the effectiveness and stability of the proposed algorithm in capturing meaningful net...

Gonzalo A. Ruz · 0 citations

Preprint Aug 2026

Geometric Filtering of LLM-Generated Samples for Few-Shot Text Classification

Large language models (LLMs) can generate synthetic training data for text classification, but the quality of generated samples is heterogeneous: some fall in correct class regions of the embedding space while others land in peripheral or cross-class zones. We propose a geometric filtering framework that evaluates each...

Benjamin Schindler, Gonzalo A. Ruz · 0 citations