Gröbner basis
PulseAugur coverage of Gröbner basis — every cluster mentioning Gröbner basis across labs, papers, and developer communities, ranked by signal.
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New research tackles challenges in large graphical models
Two new research papers from arXiv's Statistics > Machine Learning section explore advanced techniques for analyzing large and complex graphical models. The first paper introduces symbolic algorithms and topological dat…
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AI learns optimal monomial orders for faster Gröbner basis computations
Researchers have developed a novel reinforcement learning approach to optimize monomial ordering for Gröbner basis computations. This method uses domain-informed reward signals and Monte Carlo estimation to reflect comp…
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Transformer oracle accelerates border basis computation by 3.5x
Researchers have developed a novel deep learning approach called the Oracle Border Basis Algorithm to accelerate computations in symbolic algebra. This Transformer-based oracle identifies and removes computationally exp…
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New method solves minimal problems without matrix inversion using FFT interpolation
Researchers have developed a novel method for solving minimal problems in camera geometry estimation that avoids matrix inversion. This new approach utilizes sparse hidden-variable resultants and reconstructs determinan…