$XX^{t}$ Can Be Faster

May 14, 2025 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Dmitry Rybin, Yushun Zhang, Zhi-Quan Luo arXiv ID 2505.09814 Category cs.DS: Data Structures & Algorithms Cross-listed cs.AI, cs.LG, cs.SC Citations 0 Venue arXiv.org Last Checked 5 months ago
Abstract
We present RXTX, a new algorithm for computing the product of matrix by its transpose $XX^{t}$ for $X\in \mathbb{R}^{n\times m}$. RXTX uses $5\%$ fewer multiplications and $5\%$ fewer operations (additions and multiplications) than State-of-the-Art algorithms. Note that the accelerations not only holds asymptotically for large matrices with $n \rightarrow \infty$, but also for small matrices including $n = 4$. The algorithm was discovered by combining Machine Learning-based search methods with Combinatorial Optimization.
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