approximation

"これら2つの要素を合わせて研究することで、力学系の平滑化と予測の両方に対する、純粋にデータ駆動型のアルゴリズムに関する最初の普遍近似定理を確立しました。"

"多発スパイクニューラルネットワークのセットに対して有効なすべての近似限界について、その限界が成り立つ単発スパイクニューラルネットワークの等価なセットがあり、それは線形的に多くのニューロン（最大スパイク数）しか持っていません。"

"まず、いくつかの重要なクラスの解析関数のための大幅に改善された指数近似率を確立し、パラメータ効率の高いネットワーク設計を提供します。"

"The study focuses on feedforward neural networks with GELU activations."

"The paper introduces a new algorithm."

"The article discusses approximation schemes."

"The research focuses on memory-efficient acceleration of block low-rank foundation models."

"The context indicates the paper is an ArXiv publication focusing on theoretical aspects of deep learning."

"The paper focuses on quasi-interpolation with random sampling centers."

"Nuclear Responses to Two-Body External Fields Studied with the Second Random-Phase-Approximation"

"The context mentions the paper focuses on efficient mod approximation and its application to CKKS ciphertexts."

"The paper originates from ArXiv, suggesting it's a pre-print of a scientific research."

"The paper focuses on scaling online distributionally robust reinforcement learning."

"Quasinormal modes of rotating black holes beyond general relativity in the WKB approximation"

"The paper focuses on the Fourier Ratio, uncertainty, restriction, and approximation for compactly supported measures."

"The article's context provides the essential information that the paper is published on ArXiv."

"The paper focuses on the approximation power of SiLU networks."

"The source is Hacker News, indicating an audience of technically-inclined individuals."