Mathematical Large Language Models (LLMs) have demonstrated strong problem-solving capabilities, but their reasoning ability is often constrained by pattern recognition rather than true conceptual ...

Wagner applies the cross-entropy method to generate solutions for combinatorics problems. The method works iteratively and follows the following process: For graph problems, graphs are represented as ...

Abstract: This article presents a novel approach to the safety verification of hybrid systems by synthesizing neural barrier certificates (BCs) via counterexample-guided neural network (NN) learning ...